{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Advanced styling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial notebook shows the user some advanced styling features of Logomaker. We begin with some useful imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.ion()\n",
    "\n",
    "import logomaker as lm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fade probabilities\n",
    "\n",
    "We first introduce the keyword argument `fade_probabilities` of the [Logo](https://logomaker.readthedocs.io/en/latest/Logo.html) class: if this is set to True, the characters in each stack will be assigned a transparency (alpha) value equal to their height. This option only makes sense if matrix input to the Logo class is a probability matrix. We demonstrate the use of this keyword argument by first loading the CRP counts matrix ... "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "crp_df = lm.get_example_matrix('crp_counts_matrix', print_description=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "... and then transforming the counts matrix to a probability matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAACrCAYAAACkNtLxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108aa3150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# counts matrix -> Probability matrix\n",
    "prob_mat = lm.transform_matrix(crp_df, from_type='counts', to_type='probability')\n",
    "logo = lm.Logo(prob_mat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now use the fade probabilities keyword argument as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAACrCAYAAACkNtLxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXusbNldHvit/ai9613nnHvusx+3X263sQkQ24iQiRkg\nI5MoIKFoGEikMEJYI5FBaBAkk6ABBY2EEviDZ2asCSJDQhBKiGUkApM4mIfBdvttd7fd3e7b3fd1\n7jn3nDr1rv1c88dvr9prr732o86te2+b1CeVum+dXatW7b0e3/o9vh/jnGOLLbbYYosttthii3uH\n8bA7sMUWW2yxxRZbbPGXBVtitcUWW2yxxRZbbLEhbInVFltsscUWW2yxxYawJVZbbLHFFltsscUW\nG8KWWG2xxRZbbLHFFltsCFtitcUWW2yxxRZbbLEhVBIrxtivM8YOGWNfKvg7Y4z9EmPsVcbYFxhj\n37T5bm6xxRZbbLHFFlu89VHHYvUbAN5f8vfvAvBM8voAgH95793aYosttthiiy22+NpDJbHinP8J\ngJOSS74HwP/LCR8HMGCMXdpUB7fYYosttthiiy2+VrCJGKsrAK5L/76RvLfFFltsscUWW2zx3xSs\nB/lljLEPgNyFaLfbf/Xtb3977hrOgTAE4pheMgyDXpYFMFb/ezkHooj+K15pn9KXadZrV25DbU+G\naFf9/6p2y9pU+1z3Poj7qd5TAXFvjdpUW3RSvAp7Sy+W/LeoNZ79b13I97cYm+0rUP2MtK2rz0se\nmJuAYdAgLgKPAR4BiPPfyRgAA2AGwEraKGqac3iRh5jTALNNG7Zhr93O/eyrfLt184Cx9Baus74A\nQBBQ27HSXdOkl32GWxFF+jZFP8VaWBs8RmYO6Mbdauwzur/lDRa3U4TVja2eX+rvLmpO3I9yPJi+\nVu0FhrHO2OI0B1bPLdcqvZhZ41mJ9nj6/6WQF9aqDsvra1nbUlu1+xtr2lfaZMlaUNlPuekwWWPU\neysWaQMwrFybn/70p+9yzvermt8EsboJ4FHp348k7+XAOf8ggA8CwLvf/W7+qU99avW3KAIODoCT\nk3pjf3cXuHSpfB9ZLoHjY8D3a/yKBI5Dbbtu/m+eBywW1FcBQchksicW8DDM/hbLAlqt7CLLObW5\nWOR/t2Wli7yYvGqbjFGbzWa+v3EMDIfAdFp/PWEM6HaBwUCzWHEOhDMgXmrYqSUN7mRCxIHSuAFY\nbcB0V835Pm1KclO2Tb9btwiJ+xBF9DnRDcboma3Gw4b7CtD3+X52U7as7HMSXyEWWTEOwjD9jGHQ\n8zLikB6Q/Md7QbNJD05FMAa8u/nfWARmAu55wO7VupxzjpfuvoRFsMi8/9TuUxi4mv6UIZgA3hEQ\n15y0zALcC4DdLbzE94G7d2mO1UWzCezt0XpQhuEQuHYtO4Z1sCzg8ceBc+eqv/v0FDg8rLdumSZw\n8SKws1NwQRwC4RSIvOz7TNmQBZHNLUJNwOqmgzsOk2cjrmOAYVdv7nGUbGZR+jnTyXwmioDZjNZt\n3e8Uc1vMf7Wrrgu029IaEEdA7CWbZwLDTue/juHwhMzEQdpXxgCzmft9iwUwmaw/fU2T1thWq+CC\nyKc5EM3rN2q4NGdNZcDGIRAtpfsOIgzM0j8zHtNzin3lhOBk1kLEARAtqH0BZqRjIeMMi+k6HmTb\nNBq0xqrPIVoC/mn99WrVng00dvL3YPXbOK2D3l3qUx00dml9Se4TY+yNOh/bBLH6MIB/yBj7bQDf\nDGDEOb+9TgO+D7z22noE6OQEmM+BJ57QnwZPToDRKP++YdBiaRg0QX0/S5Q8D7h9m8hVv0/vcU7k\nRO6fIDSOU3wC4ZwWiXkyP8IQGI+BXo/6HEX0b/n7DYMWh0ajeN57Hi1AYvOezajtrrS3+D5w5062\nbQHHSe9ZGFJ7ssVoPKZF4/x56d7GERCMlAlqA2YLMBvFNyCaA2FyA3hMGyczAcOG52UXJcYSwlGy\nPgsia5p0j8QCK95ffY9/ml9MzPY99VUdn81mscVAPqHaNo01QQRXhNGygP39YtY7GuXZwO4u/XDd\nF+p+0/IOPbd1wCNgcZsWNmev8vKxN86RKgC4Pbldn1hxDiwPgWC4Zl9DYHETiM8Dzm6+b2MiVbpb\nbNvpOqAeWBYL4OZNejzdAs528yZw40a9boYh8NWv0nrwyCMFP4XT2nNSFtGqIIqoH/M5cPmyMgwi\nL5mz6gZZMGc5p00tnKZkJFzQ/zcGKVGRYbp6QiUsDJlDTbKhAzlLiOfRs1IPou12+pzU5n0/XfsA\nure+TyTTNGLa+DN9bQJGmUVXnNJMeTHJ/T7OiVCrBNC2idw5TnrQEgfA+TxdP6KIyLPnaQhxMKZ5\noLPOrAhLnF3bADpAzq8DzStEhgGav6FEzhijZ2+UbPvMAGABhpOSS3EYFYiWmnZL1lYAMEHjKFqk\nJJ+L9qW2/VNad9XfbbWIiAkLNU/GYjhLn1sc0L1z97MkECBiN7++HlkFAP+Efm/78ZpWNkIlsWKM\n/TsA3wbgHGPsBoCfBmADAOf8/wLw+wD+FoBXAcwB/M/r9DsIgFdf1bN+QYIYo0Gsmu+XS1qsnnkm\na7nSkapGgw7zrVZ+D5rPybIl9+HkJJ3Yi0V+U223q0+zgig0GtRGHGdPXiqpYqzAUqS06brUpiB7\nqovJ98n6J98v0Xa7nScDcUx9GUlrcBDQqXm1WIdjhag0gEa/+gZYbbo2ShZoaXHVuWPquyJLkCOA\n6/TVocmn9FUdn+u6YcRYLvzuuljH/6sjVcykTdJsEzEGpwUpmADBafZa7y5tRlbR0ZpwstAzgXkw\nxzJcwrU05l8V3pGGVBmA3QfsTrr4xj71NRwrnz+kxVTq63gMHB0pLRp0YOp2sweyOCbrw8lJOi45\npzlgWXmL8DqkSv2cYdC8UnHrFm3YKhgDOh3qRxjSWqKOR/G5KyK6NQ7zpMru0BgvAmO0KZsObfCR\nl5wO7PTvKnhcQKwSy0fufeU9q40w1K/X/X7xUGeM5pNYB8X5QxxgzEaRm1ODOJCsI9LnMqTQWI0t\nHanq92ltVSEOVq0W7TOn0hRbLGgtX42tYEpzNtNnk6wwVjdLiOIgISHynOXA8jbQvkr9zVkp7WJS\nFSdu98z1CqEC6LmGCjmpIlWr9oQXoAUdYUUwzpOqRj9rMc2gBVi9xBovbdD+KdC8KPWZA/M380Qb\njNq2WnSfeURELVT6EM3poNmqHzpeuTVwzr+/4u8cwI/U/sbMZ4E338wvEqZJJ8W9vZSEcE6T79at\n7PW+T+89mjgjF4v8JHVdMpcXzatWi665dStr0h+NaLKopKp0k9TANGlhlCFiMmRUWWvUPvQ0nhrO\n6YSukqoLF/TuTdHWYECL1OFhto/zOdBuBlmTL1C+QOe+wE4XZwmuS6c2cR+EW7TRqAgVSlxsqlvO\ndQHLuNe+WoCRv7G2TX0VEO6Isn7KCILUYiU2hbqfPROCcZ5UmS1aHNQFzbBpcbG7wPwGMpuLf1JK\nrGIe43R5Wvj30+UpLnYuFv6d+jql78n0yQVaj+Q3AtOhfgZdslTJkPoaBDQPZFgWERqdhVsQrlaL\nyI88N09OJMICspIUkapul16GQRv+SOE2AHD9Os1deU0YDvOkijFyHe7tZUm8sJjcvp1tezik39Dp\nIDkcyG4Xq/48YAaRb937ZjNxEyU3KPYSq4OId0sWWcMEYEp94IVka64xInQ69c4PInSh1UrnI80r\nE4CTJRfRIrF6KEG6uvVJWLBXpnwKolp6LEeq2m09qVLRatG4GA5Ty3XGbamSKqNBFigdGTLsxDLj\nZD8nyIHdpWeSsWwVuL84z7tM6Q/Z90wH2ny3olhK4TbOtYvUYsksImVxCPgqu+5XhyMYJt0H7276\nrFVr1fJAY71s01qo9t3ZIyvt/M3sWA1OgagytGqFBxq8ruL0lBYpGY0G8NRT+cVPWFyaTbJSyeTq\n9JTirSxLf+Lb36+epIZB5OvWLb37TO3LWSA2VUD/HZvYaHXWtW63mFTJaLXI0yS7IkwTebMzUHzy\nifwkrkk3iYV/zAFMZxVrJOKQRHC9OH3qYqzkgFbZLWjbybW6G7uBvgrXrEzm5vM0xkr0VY6zk2Os\n5G6J6+8bOAe84+x7RoOIStngtVoUT7A8SN9TSaqCsTdeBawDgGmYiOL0xw4Xw2pi5SlmJWYDrUfL\n3TZ2F4j3s5+VYjJ0sZoZ13ZRs3a6DsjWWwHOKWxBRaMBPPYYkSAZyyXw8st5j+7168BzzyXdjslt\nL4Mxak/nhmSM5qltA28oER/HxwmxUuNTjBKLQhwWx7OIWKyV1cpI3EQi8FdkxEQAl2OvMo1I486U\n2qTnqztYrxWUj6wnYAURTyViu3icbL6e5IpM+pYJ6ubpYi0Coxn1u4gE1oU45Mexsr4FQ2SJDwPc\nS+VuO4CIR+wDvrTxiWdluunvBpJ4u0XivpXWAcb0h6fIzxISzvVzMg4KXMu64HBoxuYOkUEZzCBr\nUh0wg+LL4hAAy/YxDrL3BiBS1X68eC20mkDrMWB2Ldv3NdyID5VYqWZ6gBaTssXPcej0KC8onJMZ\nv9vNWhWA8jgYFZZFBG06TU9C4jvlCSX85nUzfeSYKNmsr6KK0Knw/ZRENRr0UokqsN7E7/Xo9/p+\nampHrJtMoX7S8ygZ4MpkkslL5AFmyv7VRZEC1Dlm/hxBHIBzDtMw0bSacBt2eUakLktsQ3217TQ2\nTrxEzFtRmJRYPEVAvgjKv6+I5vngb/d8vRNBo08xBcEpLVhOebS1aq262LmIW5Nb4MkNmQdzeKEH\nxyow8YaLfNyOu19OqgScPVr4w2nSdwpYEXGHMnTuvCK4Lll4hdtmVwrdGg7zFhbbBr7u6/Shb64L\nPPss8MILWYI2HqdriC5/YXe3OLZLoNvNH4TS360+64IBGkd5Eq6D3QNg05dtKtnCdYHdXe3haV2I\nQ8wqs1kMAt/PT05d/JeAnAko/l+cAF07t0ZrCV0FMvGgAqoLzO7Vc68BNEeZTXPe6qQWG2bQv2M/\ntRyJ/2fmiiyuCKZMKkVG7qrTSZacYVL7kWS2i+YZoryC2dD/Bv80f5hV1yuV/NWBbo33TgA166+p\nBiNqYDXpvsoHN6O+m+qhEas4zvupe72STAkJ/T5dO1bCLHTB73Xak2Hb+YDCZpPWErn9yaQ6eF1Y\nX9TfKeJzHCdLBIUbrA4RXC6JAAp4Hp2W1ewkEeS9DhxHcXUaiW9etl6EU727wGqmwZMyvIIIYi04\nTr0TBNLJJowBz59jx92BU5T18YD6qi6mURxh5I3ghR44OCzDQqfRQctec/BtCmoMBFvDDQQAzQtE\nblDEXgmc8xyx2m3uYupPMVqmZv3hssRqFaknVbP+SRUgK1zkJQs7TRwd0V3ncAEUu3d0h8HHHy+f\nY45DAevXrmXfH43I1aeuY0De8lWEixfp84LrrPph2FnLQLSkTTbnBjaJoHIlej/2s5snDwFYZ2M9\nRUjacpy8VdDz6odbLJfZe9jrAS7z9Tf2rFgu6dStYCNKKZGvjT1bC0UxpCzJvjQdpJmfZEninCMK\n49UhiDGWBN2zZC4Ja52RHTdWK4nhSlLZeUxhB6uMS1M54HLpu6MsqVqZ+BXGWiaj4o8S12UBMTYa\nREyZkY+XsrprENbk8B8tAHug3ysK8FCJlYqqE5qMy5fpQBJFNAF7Pb2vfl2TchGENUzILYgDkXAH\nyWZd2QUkw7az6cBisRfkSsSRCWKj6nWJ7CWR/SIgW9d0J6qNwOqRFWNlVk6CJ602Cn3sq46Ha61A\nU3+aIVUyRt4I58xzMMoyNO61r2uAc46787sIpc8FUYDhgszPD4VcRQqTN+svCCvUyIAZe+OM269p\nN9EwG+g7/SyxKnMHhprMrXVPqgrR1hlU1j1c6BAE2eBjgIwudUjQ/j7FRMmHrCCgOa2uWytLcQ0Y\nBhG7gwO6bRfFbbbaSZq9FIkfTJINR7m/hoXcVhDy/DiybTLlFWmvTSb5U+RgUBzUlixOzWbW+g4Q\nJ+r3q++DkDyQwRhS3RydxQpALiUZUPRalL4msRS2nSWB68ZaxjGNoTCk9b3XAyzoMrfWCOKtC2bA\n8w3M5/TziyRCxKG/2Syx8pqulDkYSO7kCokEQdpEYpBhpy5XGdrwDCRJGRWEOfKSeMBW3hpeIsui\n7at7vv71Et5SxGqdU2WjAbz97TRAXFcfjwNs6ESRQBAeYb0S7iA1VRtI3NZWmhUiXEHqNd0utblY\npMHNy2W6PslkTYUIgm4207YNI0uuNnbANEzS9Ain6YIrCMtKG0oKXkWcBquqnS/Z6P3IxyxIrRi2\nYcO1XEx8Wj1FsPRuM59ar+2rONnch74CwMSfZEiVjNFyBNdyy0ng/YB6+quK04gjaF1F6klVgWqt\n6jt0au67fUCKQy3NDsydVO9BVFQ0uUZC2DqQLcQC/YpkU/n7r1yh+FCBdnsz1rVmk2Rnsl9okGs0\nOE2eLxKiFSSyA5ogbi7pDamkShaMLDqt6nzcNdRRGaP7KGf3cU4ExLJSK768FgpNOTWrutORLF2u\nWxxcOhrliVWNVO92O0+EJxO9fJwKkXQgDtJhSLem62piQIrmXeQnFvWCAyCzSHZECeBeLul+Vumt\niX6FIRkOLCuNbc5/F0usP8R+fR/wljECP0YUcUkGh8GyGVzXQKNRMBENO59oIAclr65LdOtiD5k1\nK/azhzShRabiLIfMM+ChESudGOY6mXYAzVnZ1aeb7+uGAwRBakEWelMqLAuwjCh5+Alb58nmtBoM\niVia0UjYffGtFvFRIlV4Fb8TR+AxmWqZwcAYg2FZK7KmU6BXT1RCubluXE8cp6Kq4tC3+ixjxPit\nduqrF7+dF5xWhGicYdGmKU4ouu/mccbSAQA9pwfbtLEMlysrlh/5mPkztBsVqeN2F+D3p68AWaYm\nXnpctgwLruVi6k9Xv6eSBN4XqGnTBQ+f80TbpUQ502wmmUnZU4HODdh3iWU0zAZadgvzIN2Bhosh\nLnU1JURzxKpkoC7uJKZ93WkpSeV2L8A0889s3fhFIF07xLqii19cx8ou3H6np2Tl6vXy1hZg/XWw\nEIYFNPZSfTYeE8mKJYa4irEpiDkyTMrQXNc1tSbEIbPZJHLleamFvmoNN026ZyLr7n7Ctqmf8nOb\nz9P+F31/FBGXk0M/hByPNtOO83yYHAD4x3n3eQYesPCATsq0R6O8V1QY4eQY5Cii/s3n6XwJQ8qu\n7fX0hwihezidin3H0P+eBKZJbeXuldmm7OBVw3GS3ag5Zehit4IpAGUd05HPMhdjURIHY8l+UN/9\n85YiVvcKWfhTYDarf6qMYzLXi0E1n6cyDitEHpkiy5ShOQcQA1FIm1YwStLE+6WuKAMRHGMGxAvA\n8AGjKFutAfAmkQZFZ0Topchdmc/rn4KHw3QDEcG1ufvHDMB0ETMXy+TkGPgx4pivSJxhMFi2AcdJ\nLYpVGHtjRNJG27bbsE26X323j+P5MXiyqU78CRpmY/X3QiR9FSe4ZbjEMpgj5hEYGCzDQrvRgVFl\n1dFAJRY9pwfXcrEIFysX2SJYYGnX1HLK9V2zstYyvdQ1q3vlpApIgsPHq8BwAdVSZxkW2na6+Q7c\nQZZYLQuIFTOyPKmor9GyQjw0IuuM2YTj5Ce8mtRShePj1O3X65Er714zwgDgySez/75f2cErCH02\nq53oNUkHDMTgcRJfs0prTeJjDHvtzeTMiOMVk7I4R5cBXTefLQyk51bhSczEOy7Y2U7oa6KbyCrJ\nZEWEhQjxZbHeCRFq1SNpGBTLa1kAIs3aE3uAoQkjsLrJgb7kpCDKtTAD43GeVLVa9N26NbnZpPGu\nJmmMx6n4qcBySaSriPiqezFAz3Q4pPb29yWDotkgEiWTq+A0ibk8o5WpKNtbh2Ccl5pR4V6o/dUP\nNStQxiZM9cIULA8kwcDrBLEPh9mFLneA8081aaFWYpESUv5JoF7sJabJpJHIA6IjyjRQ2bZQClcD\n7bRINEfiRFXZ7hFhS25gu5368OXfJbsLi6CLV9BZ7IIgFQVP75Fmli6pPcbo/hdZAIGE8ISp+8Fk\nJjqNdNciAtReWYMAIjbnWuco2LIGZv4s42YEOILIh78cYae5s5bLbubP4EcpuXYsB02bFoC+08+I\nZp4uT3G+fX59l2C7nQpgieNtnVRUw8rGFuTcOuI6h8aPrLStg8bVqbNWyc+h7/Zxa3Jr9e9FsNC7\nA9UTJC/wVRgN2uiL/r7qqw+zQQu2HO4zm9W33HpeNpZKbAI6WYB73cPvd/iC3Kbn2/B9e2UFKgpf\nEO43xynchjaL4VCbeZQoYeWRnFt1oUkAaKGpIyx1DxAuRzmsTA3j0EGshZ2OtB4bDUAoqguEU70E\ngt2hl8hsFJi9niNbOuFVx6mOCTSM9BqZXAVBOt7nc0rkyGioJvuv8KiKsR0ENP9kTbcoIomRixel\nOWQP6DeEkj/YuwuESTkdQ/L8rErvJG5rdY1blS1TEUM7qoIxSkkVACw1mSsFeMsQq03FAu3spEHt\nAkdHtDCWkSvBomVkzPw5UsUSVdiiCZyowvrHyKj6BqOM1ADikATeVLOl4SSxEEl2BpJU2XAmTaCk\nPR6u0uKFqOCBJEUURWSJ29vT+8qFXIWqAdZo5K8fjfSlghij6+USIbLwpzjRDQZ590kURzkXoLpR\nA0Cn0YEXeiuXYMQjjL3xygVVBjV2y2TmyjoWcfr+nWZRwTVNfz2lv5KVpGk34QQOvNBbXT/2xrXL\nuwSB0COzEATnVtpdbAoY8/RQLhT4czCb2bEqanqpVjnGgKbGiuQPk7IaenDOV8H5An3FStSyW2iY\njQz51LoDTTerDxPOVqftbF8NoPsUHVBkEhiMFUsWLY47OzTmBeKYxG8vFsTQq9fJEAu/al3ahJVd\nd9g5i9tS1naTEcc093S1SOWi6yLhRvD4xSLl8u32fXaxdbtpaQoVIkVQ7XhRVPs6uhpnRRKrYXOO\n3TYQN9NgcLVotrCuWRadiVaEI2JS4HZiVZQP1uEU4CUCjCsXbjF0MYHruK5FrUzhuRDWWeEezFRK\nSmpW6s59tp1W/Tg4yO4Lx8dSFQLGaB8zJjSvxTyPvCT+qkZpLiExYXXygeuiLZ3XyO4lkhdlRKQ+\nSXloxEodL2eRRhHWKFFbD6BBfOFCtqSLEOATRTqFmKQw06b+4RSuKwUkRn7eUtUYVJb6oFTmc7RR\nRUsAihAbj/OkiiWfUdVjAQBtYvX+SardA1DfrO4qO8p1iUjKgz8M6R6ITdk008VUVy7IskhQUX5O\nw2HeoiVKT7ga2ZHlkj4j7q0I3hT1EAVG3mjl4hMoKpOiYhEu4IROqatNJW4MDDvNHUz96cpKFsQB\npv40YyUrwsgbrVKUAaDdaOdckn2nj8Mw3aFn/gxNq1ms54S0akBZzUyx+YkgX3H/M3uJ1U4KjUoo\nkpw4A6b+NOMGZIyh5+QVkvtuH0ez9JSndQdabUV1nafK0TrkiswuteFyrVY+FmY2I+HP/X39BrBc\nEqlS1wKhY6USnk2QDR0/WKdmKkAHQqEEf+lSKhfj+zSe5Lkt4lJ1yv/CIycOpiKMwPOUWMtNQwSZ\n6qBTT7WskqrT9xmnp7nUUANAM3mtBcOgRdZ1ydUuEyueKLE3K04CJVDHURrTVR86V/dwmN8viuaU\nDCG+e/t2+nntIULE8UYLig0sUm8XMGxaFww3q39lOFjFDwqEU33clt0Dep28ruHsWrnbtQBvGWIl\n/Ol1T4G+D7zySmref+aZ9GTpOLTAqItklZlWoN1W1NrVYEFRAqQOmJHoxGgyHPxTxVJlkB+3TBKA\nsbQw7opc5dNVBYG8ezc7weoEg3Y6SSFTaeGdz/OkqtUi61gRhMrw0VH2vo/HKbFSXWoMrNJlxsEz\nat+j5Qh2y4apiQfhnOeIW8/pwWAGuo0ugihYWa7mwXwVgF6EZbjMFRy2DVtbhFi12AiXoGqJEyc3\nXQyPcMkIS2AQZDPJfJ/ub6cjCVmaLlmt5Pgp7y6d4s4QS6ZCdQN2Gh3tvR+4gwyxWgQLLILFymVK\nfW3lXXzecaK5dG+OqP19Wlfk+7pYUBktsZeLLFrf12dM7e6mlm61O5tw2YmMN3lO6iwNReCcyKLY\nqG7fpgOhSOvPlApMNPqKbqvQwXScLMEXQc332xD0NQFVQv9eIJis6xIxaOxkVcLDCTCPklqBBftN\nuMjXRgUAsBz52UTsnk4eRBSfrgNBrsReUmhBE3UFrTYZUGYRfC9CFMXgnDINHceA27TguqxALJrR\n+iLv3+EEQAFZZYZG4+psa9BDI1a60890Wi9tFcjWwxNFhPclD1ujQenNkwm96pwCRRxQbgHJSfCf\nIbBCtyqrVjC7V62zJODs0aDhYRrjpaDRIDPrYkGTYbnUbx7Cjee6tEHrTh6q+0+U1agCY/RcDg9T\ni75oP4iClYyCQN/tVwZ6c85xvDheWU04KENtr5UPHlCtK67lrqxGwtIyXKaL2cSbwDIsWBoCosuE\nA/JEowhhHGLiT3LWHZV4AvQcej39QSOOs0kGAM0dUfMRAInbzd+UOh/Rv91L5cGg4UJTXT47duX7\nBdB9keOp5PdVDJfDLLESB4VMGZ0lsLhVrZDMOXKFZqWFUOg6DYd5kqHqJqkwDBq38old3Zg2JUDe\n6WSNIJ5XXyBTFgcF0vObqPQgQwRdV0EEVos6npuIJftLg/PnaUPRPXyd5L9p6hmpWHTlAeaco71G\n9kZEc2AxT2J5E2FOUThd1GlUYbYBlicbZ3ExA9nYRCEJJGPdcLZGozrOS2g6npyIPUsTcZcsU6ZJ\n43V3VzO+G31gIT0TUcR9HT2rM+ChESsdez49rUesRGaBDB1RY4w2p14vOXUtI4TeAlEYAXEEw2Rg\nhgnbdeE0G8WmbtUMWbQ68ZhO24UZg4lfvbGbnNBV/9uaYpI1syWaTaDZoLp4PPQQRyHiJBDAMA0Y\npglmJjFdGlVz3Wl+ndRmxsg9K5ffASgLUIZrubWy5xhj6Dt9HC/SUhxBHOSsIctwiYWkbWIyE91G\ndkLZpo1e5DX7AAAgAElEQVS23V7FX3FwjJYj7DZ3c5YlVRDTYIaWgMng4Aii9OZNvAmaVnPlOhyP\n86Sq3y/PZBXBpaaZz0xazR+rSeJ2cqxUHBC5EkHron4cj5Jki5l+7BrpM5n608zvEe/JSQVlGC6G\nuNy9nH2zMaDNJOPengDTr1Jiht1PT5Kx6Os0icNQYxOzz0McAESlBlHlRAehC9fp6FPn1ZJRZ9mo\n7t6lzWJ3N7X27u7mhUdv3ybhzzIiFEXZWEog3cN1FRjqluAS2JIpDUyzeJOKojyxsu1ys76K5iWy\nWnnHyLikeEjZuWVgJoWKJBm8ojTZqgm+Xim2MKRDXxjSzz53Ts8nNyXCLeD7ZIWtm8kbRTSvRiMy\nJGSsZ/aA1kB5nVjcAoyr2r0uA12dw5p4qK5ANQZiPKabUyWPIEsiCBSy5iTjzgxO0YqW+lSTEMDM\npgHZ2NUEzprZk0GRz5VzvXZGegFtXNFcn7HACh7Hqvp4wfcyq3iQBFMyFSeBfAzJLZC/PkJqLmU2\nCcxJQfm6yVTX9CtDDaNwLRehH4KDo2E2tHE6RbBNG32nj4k/QcxjWIaViXMK4zCjMQUQyVGtLTpE\nnILT5WDzIApy5GHgDrLWFw045ziaH2XIyHA5xPn2+VXSgAzDIBJQB2J9F66j3OeERMLyCJkFIvby\nhY+1SKxJUkyCGrS+LoQrNXffmpcp3VkOZOchJX/4gkAr8RIqDJdIGEA35eBgxTAsALvJSyRXrJIC\nWCrkyzwAYv8SKVyXLwOWlSManJM1uK6LbLFIBUKHQ9r4ut00S0x2AU6ntM5duqQnV3FMhZxVAlUU\nenQ/Mg1z0J2WN6odcZ+xidT0TaCxQzGzwYisK6WZsIm7y+7m3Oftdn59GY/rVQoQ4Qli7Y8iGr86\nUrbJseV55KrX5TGI2EAgFTCVrwsCmhOPPCLNScYA9yKwuCF1OKTYKXuH9jrV2yPEpP0TZc+tPz4e\nalbghQv5B3/9OjHgIqJ0dJQtOgok9TF1G30wJXZaSnYSxAExW39Igoiy9ch0sif5cJFIHGjqbjUv\n5ZWsw1n2NF4kxlcENVhdB7OZld+PI8A7LNYpYkn0umo14wEFTdq9VaahbpBvYg1qhwztQ7lQ6p3K\nz8gQAaOcMbBuF7hEz4NzsjrJcVUsmRRxQRCkwYzM31QRUjULUJZXKANjLBdrFEQB5sEcZtzKHRA6\na4YWDQYVVt7GDo0N727e9VzYaSM9+SoWoLpuzzLk3IHiO1uPUj99tXCqQMGcEYcBe0A3z/eBL32p\nMNXYgNCKroGTE1rBn3tOuyZNJvWJ1V0ln2A8TmNMLl8GXn012+WTEyJYu7upkGMY0nu6ws1ywk2j\nkf27IJN1rQsiVV+4AsukUlbodBDHEcLlHIZhwuoU+LLfCmi1spmIQoDqrQLDokONs4fAjzAZeQj9\nCGEYgzEGxzXQ6TXQcIpFjG07X1N3Pqfn2e8XrzNxTGNPtewWZdWv6xL3pTKOovKIaOfGjfy07fdp\nDqgH8zimOSV7r+KYrF1PPin9vkaf9kE/9XCAR4B/l94zXTJOiCLVRUTWrn/wf6ijvtUi9nws/d44\nplOdKLTsuqnrejTSB/hqamNSVevlgeYPAAV7CyuUslgLd0n7apqZt1KFFdcmMgeNguOhGsirs07p\nXEhxoC8QadioPK3LBIrHwPJ23q1jtpOq6VLmBI8p88IfZgdUMIYoZrmplHDVFZgrnnZGMIB8Kc0m\nsLubExq1DAs77k6l3tUyXGbck7NgBsuw4FgOTElvyWAGdtz6WUkNs4Gu011Z0BijAH3dgnRf1nbT\nTYsVh7NEfiEgdzA4DMNI9disVhLLkb9XaqIBAOy19mBXxAUOl8OV9ARQ4A4EktPlfhrEK0oS6cDM\nZDznT+oYjzen3wKsArS63fw9GY0o7KYO5HUOyHa50SAx4jffzMeCqe4+HUwTeOyxtM12O5/tOx4T\n8apy4YdhNvMrDOu5kEbeGEN+Ct6gH9AIQlxwLlS6yx8GItPAYZtjvpzCNEzsdjrovVUsVgmE1XI6\nNQFoWM3NNEGoyFLZ7+c9lJNJqu0oEjiANElBp3yxu5s+fzXZYjarn6QpkjzF/jGbpeNWtpAJ7O0V\ne1JFUqVpZg8t4vCRCYxvXqQ1w1NlZHi1SDIYVTBYo27gQx/xly6lwdUyivSSVFy4oEkJDaYaUsXI\nzdcYZN1m4ZzcIvJpnsfA/Cbp5gBJ7bmdbFq4KBFRVS078jVxK6w4FdTURITbPXqp1pYipdhcnBej\nQaHT3GIGuXqsFrC4nd3IkqKtulgLz1tPE+XoKE2ocd1kM9p0/rZhwI98eFJAMwPFY9UREXUtF0EU\nZOKyJv4EjuVgx+qgM/URBz5s04SxOC5pKY8egGYExOCwmy0YpoOa9qONYeE7mEwczGZpAWAgjS1y\nXXqmRdZi1Y1qGiYe7z9eeW9Nw8TN8c3VvwvdgQKGRQQL+1gGMxxObiGKfXQbHZxrnU/LDhV+4Ybd\nT6YJMAbHoXsjb1LDIRGYKtf48XE+ZkS1dHW7FFd1/fp6BxfHoc/JJ3oRgH56mrYVBNQPsaHq6u+J\njVUmd6IeaRnmwTwnkeJHPu5M7+BK70r9H/OA8MbojbQyQARMR2/i8f7j6Dr3N6i5DuKYCLYaR6zD\ncgm8/jpZmK5e1Q/93V0an/JYiCJ9OSUVIpNU3gP6/ewhQVg361Q4OTnJjm0h+B+G+ThDx6kXnra3\nR2NWnpfamojuPh3CvMNqDxCQxqw5e/WTyhI8dGJlGFRA9M036z1oGRcvak6LnJP7TwYzgdZj+mBv\nqwVYjxORCiQmF3tEnoRL0GoCbC+x7AgRjkTxlRlElJgBIkuxVHdIlTc2UouR1c7rUdm94k2jjnJ3\n5OcV3Bs71bW+mJH4om+llqukYKXQnZIH7nxOp+mq6vMAPVc5S3llYr5yhdIFdRXo1xEGNE3qYL8P\nG0DTaiKMQzDG0LbbOSkAUSJDjq8RHK/rdGEwImiMsTSY/ugItpitwZr1URKspqY/BgwTliam7Cy1\nLcVzERIbKoQ+k87aCyCjGC0Mfxcu5MmCroRPHcI6cAcZYgUUuAMVeKGHLx+/skoYOPGXWMLEI71H\nKr5wkB+w94IrKTHY3882yznw2mvAO95R/PEoovVNhogxVdHpkHSMcHGUESwRF63NhgIRp729VJyX\ncxr3ciwXY8VRCWJa1XF1FsXe+ZFfWx/uQWHsjTPllgRuT28/dGIVRTSe1pHcAMga+corwNNP672v\nrVZah5HEh4vXGqF12GrpDwydDo0p2dkgLJyDgX4sRlHqVZfRl0IiVdSNNQWIC9y4kWbTFn7WatJ+\nH/lAOAUPFwiDEHEUAcxAo2GCWYlcjdU+c8xLLWLFGHs/gF8ExT3/P5zzn1P+/hiAfw1gkFzzjznn\nv1+3E6ZJ5OrkJN1ny9Buk6VL6/P1h/mYqubl6gy65qXERSKnUahCIC6Rj3CaWKzC9LpScyIjK5np\nZt0sjR2l7lMiGOrsl1vBgLwEhICqucXMNKC3CoYJtK4kZNHMWPYGg7yJ+OiIFvay7KHpNH8SWVlE\nGg2KNNRBCJXJaLXoaF4CBuQWR6FlJOQmdF4iwdloQWnnCzx3u2nQyb1ApFk3m3BsGvtyk/P5erUt\nDw/Tz0+n+ds5HNI164T0LRZ0Cr54MY3ZWQSLjDsPQG0leZHtKZcsGi1HeneghNvT25ksTAC4M72D\n/dZ+qdAqGAPe9S5i9Lqj68FBvszCI4/oF5RWK/P+/j4t4PKmNJlQfNQTT+QtBmIYq2va3l5x+JFl\n0b2/cAFYzGN48zlCP0AchTBNA6ZtodlpwW1Vn6LlMiMiu1cE7kcRB+dU13MlAC6VtKnrllZdxLZp\nZ5I1TpenaNvt2qWncj9AZX/3aJEsI4GVxd3vM954Q08yhKSAiJ3TZROLefv00/q2RS6GGM5e6OOz\ntz6PqTfDEztP4urOYysLUhkYI4PGnTvZs68o9iwqbwmNuCCgvqprkJCUAe69DqdlkcWuTtkqUhVo\nYDLZXR045N8mZIdk9+e6qCRWjDETwK8C+JsAbgB4njH2Yc75i9JlPwXgdzjn/5Ix9g4Avw/g6rqd\n2d2l13wOzGcc3mKJOKQJa9kWGq6Dbt8qt5IEyi4uMiaqwAyKQ5m9SYTJ6matPL5PO5S8KwurlCh6\nmakrwcjyxKykdEEINGNgv539Tuc8mSYFueIhxUcZDeq70Ui1S3iUZBUu8+5FloyAUCF4hkYSveo+\naGQfTJM2laOjrGrunTtp8oBlZYUshVVLhuPU1yq7V0RRmmJfhThOrTaj0coAlk7SbrfY9xmGwM2s\nRQauSztjBfr9bDKGqMNYh1wdH+fN6jJOT/Oi1UBaYkIQ4iCg+6RqHx4cpFmKC2VcGczIlbEpw05z\nB7cnaY0ZtT0VURwVboB353er3UuGUXwTT0/zxGowqHVENgyKhbp2Lfu+KNq8u0tjh3P6ClU/C6Dp\neLmcUwLBBMw7QiuYoGXGeVnvJYCwRYLCNRT1hbvXcSh5gqRDiPwYzIBrNc9srVFdxOda53CyOFkR\ncZFRe6b2GQN2+sB8SkXtLRNoN8jiYBQHbhdBaMmV/ZaHRayOj/V6gRcupLFEAleu0Nh6/fXs+JpM\n6ssWPX/rk6s5ObxzhF6zif32fsWnCIZB5F9MJdEHodZf9dmdnexyqlrPyqoWVbVdhuPj7GFUhcj0\nXSzIanzuXL4CSR3UsVi9F8CrnPPXAIAx9tsAvgeATKw4KIwEAPoA8mqBdcA54A/RCu+iZc6Ajsa0\nsGwDfD+RRVB+bRzlizGuU8bDdIHuM0RgZHfcZAL84R/WF9Yow9WrwLd+q/SdDRJt9E+yqeaxLjZL\nh6RMjp38TlWSocw3vMqC0JgzmJGQuvQeOw5NJjVeRAzEKghF9wcRI+r7eeIBpPEial1D9TcIU/f+\n/v1NbOp06HvkxWg0oj71+/rv9jx93Vp5MV0u80HPQjCz18s/g50d+t6Dg+xwuHOH+qgGIPfdvlZt\nvQh7zb0MsaoKaB55o8IMzuFy+FDjds6fT0VHZUQRHTyOKpQsrlwpca/xGJhfp+SbKoRzYHqNwgfa\nV/NJMxpEcYThcpi5tzGPMQtm4OBrSZ4AeV0zYZ0cuAPcmaas/nR5ik6jU89qxTmtheGM1nMekx9d\nLGVeMllYEqtqtWsr9atkvdvoZoiW0KpbZ2xvApxna1sKPP54cWD4YEDbiUryT06qidXp8jQzHwHg\nxaMX8b72+2r3mTHqW69HVjbhYizyCAj3oq72pLpObzpMknOyNNeJ25Y/I2KDH310vT7V2TKuALgu\n/fsGgG9WrvkZAP8fY+x/BdAG8J31u5Ag8oHZa9Up4eGMXstDoPNU1mUWazLMzDXrMDCW15P6ylc2\nQ6oAOmK8613Z07FhUmBd5JMrL1xUaJcYadkSS6jxCmiOxzrEEWl7lNZBMsg1KJEzy6IT1HKZko8y\n75hlpZPpQWUziyKhao20vT39KajRoD56HpEx2SI3HGYV/e8H9vawUssWmM3oJVwzsiVQvd9igZM9\nWbrN/fLl8oQDYeCRF/gookWz1+uh5/Qw9sZgjOFiZ70aZo7l4FzrHO7OKX2nKk6qTNbBC73y4PcH\ngKefBl56af0wrv39TMhWFnEATF7NHw6rEIxJTLX7dGUcpkpY5WLk82AOx3TK3awSdJUIREH0lt3K\nuASLqg7kEM7pkBnXCDbkPI1z9U9pDdXWWE2h9ne/vY+IR6uYq5jHGHkkEPwgcXqq1ySryrYbDOga\nOdC9TqzyjfGN3HuHs0N4oVf7+QsI+Qaxfrx5egOvHr+GptnC1198F5oNp9KSlLORbDCpFygmVbKU\nSBimISMyplNKKLl6tf73beos/v0AfoNz/guMsW8B8JuMsXdynj1yMsY+AOADAPDYY4+lfwimtDDU\n0ZsSiObA+MtA7+0pudKRhDWj+bVQy91vor1ej57iSy/pbaecJ4uLfAsNImHy4inMEE89lZBCM3sf\nCxeoOB9DprsmnGmtfq6bBjb6YYjT+RR+GAKcodVoouO0VoTgQeP0ND8xz52rJnaOk3d3bnqC68AY\nkatWK1+Euaq2Y6tFC5r820QhXRntdr0szn6fFhJ5cRb34OndpzELZmiYDTTUGMBwRvM4nNL4Y2Yi\n19EniwpjeKz/2EqeoWzxjnmcLZqdlB6S36sT/H4/YZrAc8/ROUnVp9KBMQrj0krDAImmzOt6UmW1\nkkBai+5tMM6X8glnSdHeoi/Ix0I1rSZaditTwWDkjXDOPFdZrxMgORLZWmWbNlp2yu5V/TZhtSps\n2x8CvuoLS2rGmS6NKSAJwVjSb175oJKixe6FQnI1D+aZjGHboP4O3EEmmH24GD5wYqXLAKwr43Hl\nSrbYdp0193Cm39OO5kfVySElOJ4f41O3PwkAOAXgH8zwvqvVVjDLytouzhLK6nm0lbpu1iJ8cpIn\nVUKqQVdcfDIhIiWv/bpY4TLUIVY3ATwq/fuR5D0ZPwTg/QDAOf8LxpgL4ByAzNPjnH8QwAcB4N3v\nfjfNiMgDpq8WWE5YUnaD6zPseEAKqr1nk39r2iiaxOEi0XrSWYaS73UvUND7BrSWMhDt/cmfrGeb\nLMLNm7TAPPMM9VuWTIjmafqbDMMmQcZoiazkwzwbAF9BvsI4xOH8gE7Bybo3jWcw4z76Rv0YnE0h\nDPOPy3XrW8tsOwkaTtyCRaJ49wPNJr3Eb/B9IApjxFEMzkkY0DANWLYp4t8La26qWEca4+LFVGm5\n3U6Nq4yxfHaXd0Kuq6ggsGJxk+L/2o+Dufu1ssNGy6xVpdPoYK+5lyVWRVpYDxCmSeeZCxforKSS\nYoDGXq9H97Q0u847SrTyJBh037QxosujRG5Ffu+QYjY1biy1LqfBjFUGrFzSKeYxTpenlcRCZ61S\nkxnadhtDY7iq1RnFEcbeWJ/0EEzypMruUoKPuoabANABrB7Fp4rDYxJKUkQuVTeg6EfP6eH25PZK\nUHgRLrAMl7XKa20KdUsM6mDbZI2+kQyHQvKeIOZxYfzi8fz4nojVl+9+Odve4hiHs0Ocb5ezRNfN\n34N1qhp4HgX+C5595QqFMAjdLBmMkYu1SFam26VElNdey4ZF1JG/EKhDrJ4H8Axj7AkQofqfAPyA\ncs2bAL4DwG8wxp4D4AKoUzODxDhVQsRsCiRvDNJJFYe0cCwVR3Q4pQnZ6IM0lRXoSAVAC1mZyT0K\nSXqg+xSN3E1WNbdtPY2+F1y7RsTKamflFnhEm55ObsGwAEPZ6HiUzywswXAx1MbCjLwRmnYzb9m4\nz9AlgdWdnAKmuV5GykbBOSw+Q8ecAc4SsDXmKmZQUkLUBlgnt/Hohuo6v0eITVb1E7PXS0R45WsD\nOjwFI3LfV8TC5NxLTn8l7SAKO1dqYT1AdDpJCro/w+snN7D0Q/ScPq7uXoFt14kpioGFch8Ni+I9\ni0pVufs0VxfSeshjWg8b2QMN5zxXOaDn9FaWo06jAy/yVgSoTnacGltlGibadvZ6xhj6bh/Hc8ki\nthxlvhsAhSX4yq5ld0g/qAxmcvhd3E4PgEwfCCNcfDKE29IyLLQb7UzJquFiiEvdCoaiQqTUrZnB\n6Hl5q/S6FRj291NXXFXQ99gbl8YvnhVBFGgtYTfGNyqJVaeTF9Bdt6qBfNsXC2pTJ1ly7lx14ehm\nM818FKgKypdRaTTknIcA/iGAPwTwEij77wXG2D9jjH13ctmPA/hhxtjnAfw7AD/IdaXtVfinZNaW\nYbpA/x1UokKefIYFtC7TCS7XTvJEdJOqKAC8whdPn00sP3Xz3+ui319ftKsKoj2rlYiPSvCOkzI7\nm4Va5Fg18W+i/Mm6KAqc/JpAMAFmb5BLI5wWu3GFWv7yiLJYlbhEdZEWcVobA+fA5OV6pEqGd0QW\n5hIIi4mMgTuAaeQLaN/LJrBpeKGHF49exCQcIjAmOA5u4ObsjXof9k/zh8vWI9VFYrVur/yyO/En\nK9IEAI7pZKwxwtWqfkYttr36Bo21yjIsnC5PMVwMMy+1DdXNC4AOcvJGzxjVcasDw6YSZM4ukU1H\nHxCpkgn1HqhWtNPlaSH5KITw6YsFp9GolZ6nOwxWbfw6NBr1MunK6n2eLk9RZ+vW4XhxnCkjJlDk\ndpQhh5as+nJaL7R5Os1b6UXGs5r8C9RXiVelhNYpSl5ruU00qX5fee//kP7/RQDfqn6uErlCsAzo\nPF2uquycSwiZNDmF5Um3EIVT/fvueYr9UInX/CZyi9NTT5HTdRPodsl38Prrm2lPQGYUzrlEJFXE\nH4QUqN5Iiivr3KM81tQ0ROmxSV1cRZq1WMQfhlVhE+V3OCeXjpCcuu/gnKyxOjVgo5FKbvCYyL7s\nvuYRWTvc/VUtq/udYYP5jWwVAhUiFkiH5Z20AoIG6gboWu4qHmvgDjIlh04WJw/dHShwa3IrU0YJ\nIM2ty93L1VZb1VpjOsXlsmQwRu786as0hsxGrp6ZF3o5McyG2choignYho1AGluny1Oca53LZfJN\n/WmGqInvUXXOijDyyGq1yrxTPQeGWyvDMb3eBIzyoHiVTAhrlYCwoomxF/ESt6UKEUQfLwHTA84Z\nQMwBFgD+ARCY9GwMV5NspF+f7mcmctmBJIgCzILZmQRdZcukjHkwr+VaPX8+K6QrMvkuXy62XM1m\n+WxKy0rdgKqVyXHqr+nCZShCrOvGvAEPVXmd561Vzn71KQ2g09xojBVxEKc2w05ijOTo32mxSdl0\nNSc+NXwM5LD9tm8jcqWyeVFSW0azqXd0uy7w9rfTE1vXP1UFORjIdEjIdHmAlFxFRGS9u5RNKMgr\nj2mj1tZkY1SPTQM1EFakWfedfiYYdrgcwrXcs4kDngGNRt4av1yu5wq7ezc9KTUa602oM8G7mydV\nVru4lEI4JyImb+Te3UT3zLq/GTbRkuKmVJhtoP1oWgiZx2Qpnb2Rz3Cd3ygkVkVZZqv/l85TgjTI\nAdMPA5zzzJhfvQ+Ou/O71eRPzYS2a2zmq2s7QPdZcvcrheF17i8ApTpOMgS5kJ+Bzlq1LkQbe61k\nXVYts1USMWrgvgBjku5fCj/yVzFkAqoGm8EMdBvdzP0aLoblxIone1gw0sf3coCShMJkfZ0AvpEk\ndKRVkB+0lV0lmaZhZoR4h4vhmYhVGWGr41ptNslKpNb9e/NN2t46nZRwBgE5aXThzxcv0v0rEiVd\nB2Ua1mV4eMRKNxCdGoWBgLSo7PwGTaSmtHDZPdpkBIQWSh3XXxmuXNHnSYsUAhk7O8C3fEt5e/v7\nFGulLWp0BqhP32rSada7qwQWJxoxpVYcRrowjYF2kdOmWScLVbvRxtgbr06+YRyeXRzwDDAMmjyy\np1UIf1bVcwMo7E02P69bYmZthIv8AaMxKI8vsVokgzG/kbpQOKfF27BgWdkg6rMWzF4uUxXlFWZv\nImfRbezlU/2ZkVjRusDpF7MWrHBCm6NyiCobVwBZWpp2E4sgdT8PF8OHTqxUV5uMyiD7yMuvhVXl\np1RYTW1lCdX6ZxkWnIqDKwfPWLgW4QJOmLrN1N/KGMOV7pVK3afhYpixNk78CfpuP9Ezq+l6iiMi\n9WUuOsboUCn9TnVMyVZQGQN3kCFWs4AOj1qLYxyS9VUXamLY2QxGeezzmCyU0YL6yVhhCZj7AV28\n3aXOpYz8wsniBI/2H1U/WokqF2OdmLW9PVrK1Hir+bw6xkkkyAs3qm7tXseddy94iMRKmRxGo7rs\njAz3PBEx1a3V2CM3hdz+/CbFZlVVWT+jb/lMME0iX5/7nH7ERFG+P0kx2AzEaHruuXwbhkVVvUX9\nwJViu04Q1E7K7rS05moZY2+ccXuoC1Xf7a/0igAy/bcb7Vop3JtAr0fkSCYXx8f0flFQaBwTqVIz\nU9apV3UmqG4go1EdtAvQ4u1epMWdR6muGWjxkIdUHNev6wjQvROKzoxRIHuzCdokVBeg2SzXTzJd\nEq+cvpp9P5zliJUQZ1x91DBzJ+eBO8gSq4csFgqUbyiCiBQKouqyktfV3tNgESwy7j4GhoE7qBRm\nBWjzlWMnR8sR7JYNgxk5ktJpdGCb1Sm3A3eAiT9Zxe8IEn2udS7RDZTd22WnmQrLtxAXlcaW+nwY\nmDbuRxdbNFwMcaGjVFCIwyRgXu4no6QBq5d3Y8YBZc/KB9xoSXPJ2dO6/c56GALK57k6x1p2C/vt\n/QyxOkvs4syfZdzIKtZp89w5Wm/qlLcTaLXIsyATJ909fFDxtm8dYnWWxUS3mBsmpRzLgbWxB0xf\now3LHugHfjBK1I7lwkH3+SlculScG/vxj1P+qIxv/3YS3qjCiy9SlqDOxsx5cu95snMayUtZsJpN\n4Bu/kY4QEkTKtAzVrN6yW2iYjZWrsG4K96bAGE1OWSGe87SWleMQR5VFN3UTWBCx+4Y4yteYbKyR\nKGE16cDA48yYbrfzqcGTSe5RFuL4WJIH4kQ2m02Qa08l5a1Hq+eJu0+WhtJ6mvWKPA/cQUYx+q3g\nDlQ3DTVWabgYFpcK0ZGIgsw2uj7WJzUIYePkfqlxVZ1GpxapAui+B3GwskxxcCzDJRhjmU2ZMVa7\nXqRIPpDXjqk/JWJlOtmxES1obqjrtGGSp4KH2UNnNMtKNUh/m/rT3Ia/CBeVJZUEhsshzrfPZ8eh\nd5x9bqKAfZE10LCB5gXyHgSSKT35zTorSl1CIXBykm4Xly8XV9NSx2rf7eee4XAxBOd8rfANtV21\nNmjZ4UOHdpskD+ZzWn88j9bpIIxhMAOmmRWf1nkjig7QDwIPMcZKgZrJdi9wdmnQygHuPDHdLg+J\nxDETQFLSpYhprxPr8FbB668Dn/rUvbczHNIO+3f/bib6eeSNMpkfRWb1vtPH0TxNTpj6U3Qb3Vqn\n203AMMjbOp8TmRJmYc6rZckchxI3aweuyyxNoI5wls6NcKZKAdkNqN2mRUc2hQ+HlKBUFci+WOQz\naTq3z2AAACAASURBVFb3ITijdQ0gAjZ5OemzmQuyrqOLBOQVvYGH6w5chsvMBmIbNi52LuL6OA0P\nGC7LiJVmpS8iqish5YLdgZlA+zGgMUDf7WPuTcE+93nYQbSWJhMDsBNHWIZLRJcuwHjiSbTsFsI4\nzEhe9JxebbIGUL3IWTBbkbOVW9JqU0KSAOdkYdfF4TGW1kUV0MaHEu41HiwXyhB5ec22xl692OBG\n4ucKpwAYxVmBlgo1KmSdpHHOgVtSEbmDg+L6djotL/VgfJbwDbXdR3uP4pWTV1b/9qKzHYBE0ejj\n+THePP4KfOZjr7mH5/afqxx7m0hkEp/hfL2EgocbvC6j6pQWzvQLimGR+0odRa0rwLKhyTzkxWKG\nq74Y5GasG/P1VsJrr22uLc+jlIskfksUU81cEnra8gg6iNPfA8FsBty5gxaAFlKrVBjSRJE5kGGk\nkgSOA5g+gIVFv7uO7ViUex+NAG8CGB7Qq5GtphW0LZiSnCdzQOcmYZl5ICx2cq3AMKQMm0cfLf5J\nQZCvJS1i1qgRxU9aJ3NNwNkD4qt0Ym9eyrnldXFKTauZSZAQ6DQ6mYX8ZHHy0NyBumyzvtvPECuR\nuq91hRdl6OrWQ++oPL6IR5QN3CCXX+83fwf49/++7k/JwATVJoNlAf/iXwBf93WwTRuP9B7BIljA\nNEztJsk5Gdu//GVyIf+Nv5GeMQxm4Er3CubBHAYz0s8bNhFtOdbQP6W5YNcwGRfckyiOctIOrMqV\nCOQkA04WJynJUOcAM+v1EUjiv/YBvgeAZfYsobkk4Hn0qhMTNJlkSVmZVSZnsXL6sE0b7UYbMz/9\nbZnfXAMqgd1r7eFgepBJlDjrAWgZLvHC0QureMHjxTFeOX4Fz+1rwl8kbMISOByma2KRFVCHt47F\nqsjsyDmVrilzI5hNKm2jLlIieHZ5lBXNLILRoFNSY7f41PhWx/3Sx4L+9MfBa+uePDD5heEQ+NEf\nzRTMk2u41sbf+TvAj/xIvWvNGDj+18DBR+jf1y8Bb//fgMG71v1WPby7+SB3FVZrpTo9GNCjk2PG\nFgvi3Ts7tJCLDc/zSAdmOMwvyvv7CRGLw7yFzVozIaF5qbYqNkBFYeugjqDl/YK6UQ3cAdp2G5Zh\nrYhizOPi1H0dkeYBVmUMqq5VEXlYVY89I6nKIAyBD34Q+MVfBEAB8EUbrucBv/zLwH/+z+l7v/Vb\nwC/8QirnZBqm/vONHfIcyOu8d5fWbaudeBmkTGYeJnUCF3m5hoSUqtZ1AHjb3tsqrea3J7czWZ5C\n08s27fwcOEtSlGZv2d3Nu+8PDijdvwy64s2Oo99Oy2o7DtxBhlgNl0M8joovl9rVEba+288SqzPG\nQ96a3Mppih3ODvHkzpOlpbEsi6ztMpnSVaUoAudZgdB1Ktu9dYhV0UksnFXGZqzcfuIEnVMWawDx\nIMmGW5L/nkdJbJGZBG279N95BOCIVoIHlUKwSWwqy1BpTxUDBZBXUNZgHswzVofa8gs6s0rdyMPf\n/E19FeJ18Xu/B3zHd5BERhmmrwFf+tmsCvbiNvDZnwCe/VHg8t/Sf04raBtkC4uXXasizJYvunyZ\nElZl12cY0q2pc3tEgVcA+jlobcb9tokU/uFy+MCJVRiHmHjZg0zf6ZPiuCI7crI40RMrrZzGTL9h\nNy/T9dESmRqiwVhJdOHA5z+/3o8pw5e/XJlWGwTAP/pHVPpUxo0bwD/5J8A//+cV8YqMUUKSP8we\nICKvWF5BB7uzcjOrY6ptt2sH2qvyGafLU3LnqhbjMrIriJ/u4MlYomtFh8xul7Ybeds6OaH3y8Jq\nDw7yuU9FmqQTf5KJkRMSEwCN25uS1NA6MVGqrpltkAVs4A6yQfFrxlkJyPUmBTh4rbqG3W42wzAI\n6H7VKVU2Gp09K/whEitlYy3KBKlbRFlMvs98JutwPisMA3jPe+jI/rUENSXsXpEspuoi1bSatQJX\nHdPBnVlK+2v773XHjbraX5/+dL3r6rZVRqyCKfDFn6HYPR1e+TWg9w6gczX/N0NDoMIpYGpWUmeX\nrK9q4PLydmE2qyhNc+fOetWTGKNhn1nQtQXON6OeqhOcXBfDxfCeapydBaNl1iIi4r+A/OY8XAwB\nnefUdIg0y/c3mOhj1wyTsnxVDL+AnH7KtXKF+7XAOUVGP/ts4SX/5t/kSZXAV78K/NqvAT/5kxXf\nwxiNc6tDlqqi8A8VRoOsWlZ75WL2Iz8XwF830L5pN+GYTqZg88gbJXFy6oGwwFovMger4J4HrDYY\no4OQ+tjeeIPI1v5+NsbH88iCohYAF7GlOujc1uKAmwtgX9YPYNcFxAP5pKZ12hRYBMWJBieLk8o5\nv7ubl264dQt48snyc3oYZkMpgPWkJx+ev0u9uTrVaYAWns6TZI2yuulLDXbnMUXdboJUAeQTeeWV\n6uveatg0ETx3DotgkYt1qbtIOZaDpiKjUVegEI88QqPZNIF+r15G5HSar7p5L6hSyH/tXxWTKoAW\n2Ff/pf5vhpkPVi+aBwAdMoRm0Uq7qHyRMgxKPL16lQLyy4LXGw26xU89pbnV2niwksbigAhC7jXN\nlVdSF2bGGCzDKn2puknCHfggoXN/rP5fUfYO4nx84gqqblXZGKgLNaP4PrZ3cFDtdfzIR9ZYTs0k\nKaL1KFnpnHO4E/j4i8OXwK1uovO2SyV92o9RqbNGPxO3J0tyAGSdUZ9JGdQM5mW4pJAH1UJVVDKN\nGfXchBJ5y1iIJRwcAF/8IhkOX32VCOyLL+ZJFUDkrChvpmy8qut5FEe11+ki7Tm1zTAO66/9BW3L\nGC1HlWEojpO34C2XZMkvikUToqSqtarO9iPwEC1WCqeLlrQJ6SL9Gzv5QNnFQV4BWlcY6F6w6fYe\nBJ59lo6Im1CYu3QJ2N2FGflgYKvT+brZfTvNHXhTb+Unr61n5VgA+zPg5A+AowVw/A7g6f+FFL6L\nINdE2ATKiNX8BnD7D6vbGH4eGL8M9N6W/1tjJ1s1OQ4onbtutl1NuG6q7DFberh+cgdeGGDgDnC+\nuwfbrsh60RGrIlIXjIHRS8i4qzIw6F4kc1pXGumxfnkV6CAK8IU7X8i89yDdgVVZjA2zgZbdylhN\nChWtGztZ95fQPXLuQZ5EFWS7V5QEp/zWb9Vzmfzbfwv8zM+s8Z2MAWYDk9DDT/7x/4nT5Sl+4J1j\nfN87v6/yo2oW5I67s5aO3sAd4HB2uNLrW4UvmG5ej0q3bzEjjSeUrW7BRNGCyxKDxx4jd5XuduuK\nq8vY2ys/V5dVNWjZrUxcIEAWIbWGpA5F5YIcy9HKLtRpc3V9if6VrjKADhcv0v2Ux+hkAnzlK0S6\nWq00i3o6Jeu+SrparfVKBj88YqUb5OG0sNTFFjWxswN893dTcIPK5pdL4Etfyr7X6wFv02z4rktm\nDtAmcal7Cf6ffhTmq1+tVG9WYQG4FEcIDI74O78DzSs10ivmN4CXfh6YvZ6+N3oB+MyPAc/+GHD+\nv9N/bp3oxDooSwa4/rv1XBUAcPP3gN6P59+3mvqMqDigdGydaK6oTRZO8t9fYWYPogBfGb4AP/YB\nA1j4R2iEPi4VBJWn7WqsU0XZa4sDFJMq0N9m14HGDukMKYV6VReCDrpMpgfpDlTdlwYzcu7tvtPP\nEqvlUK9o3dihQ6LsDl3cTIK2K+aa0KRTUbULr4sCjZLFAvjoR+s18fGPk/tq3RJRH7n2kRUp+NBX\nPoTvfe57Kw92juXgsf5juDu/C9uwC7ORo4jiDQeDbAiZaZh4tP8oDmeHsAwLFzuJC9ZqJ6K+0j0P\nxuUkOFORoNrC/NRTtHyrLqzC5hON6IsaL7EA51wrtZC2QZpksrDzcDHE1cHV0u+uOmAM3AEOpqlP\nbe2geJW0Of1s2aHlsJJYWRYlAajSjlFE97jqPts2Ed51qrI9RGJlgqxW0i/17t4bsepuuGzKptt7\nUOh29Ursk0meWHW7wDveUdmk9anPwPqlApdWDZjJC89/Fvj5ny93WAdT4Ev/TO9i4xHw8i+RMGZb\nY9XY9IZS1F4cAEd/Ur+dw48CT/9wTr8JAGWvgmfFA8MZvQyL3N7MTLOhYl9P6Ozq8Xp7ejvn1r0+\nvo799n65LoyWWEXQZq/VKVGSnPrVRdlgRu0TrZrJJOJqHoSmlXqS7ja6OYvIwB3g9jSNs5kHc3ih\nl89kEmVY5pJsSRyS7pd7kayX6kGUx2T5WBxkxwJjAFi1WNu6KIjb/NjHlDyhEnAO/Kf/BPyDf7De\nV3/szY+l3Qjm+NzB5/CeK++p/FzP6ZWOpeefB37lV+gs5jjAd30X8Pf/frqBdhqdvIXRsMjtKOtu\nBSN6Xze3VdTIoDYM2sj39oj06SwoABGGfp9kAKryrHRxjOoBRq2YUUctfeJPMlU4GNgqIB7IE6uT\nRUnxdgWzIKvm7louLnQu5Oo5VpE/gLabJ58kh8Y6kgvNJpGydYtiP1xNAZXlB6Osgu666Pc3VzGX\nMeDppzfT1l8GfPjDm2nn4AD45CfLr3nt1yvilgLg1f9bv0htmlh5nv57jp8nAlgXcQAcfaz47+55\neqkEJg6JYAVjsuhGS03VAif9fAk459oMm5jHhZXpV9ARq6JsXfc8qpcWqgCQy6qTAmqrsOPmA1IK\n45hk6Npfs0h4kftDRtfJk63CjcXdz+shxSGRrdGLZOFb3KbyXJOvUv3F2fW8uLGV1GzadO2OguC8\nj3xkvWb+4i/Wu94LPbw6zJZDeuHohfUaUcA5JQ7/3M+lBm7PAz70IeBXf7WGOrc9yMdGesfA/Bbt\nX3EglS5Iikb7o+TvyvMvySpst8lp8PVfD1y4eoyg/xKw8xquPhngueeAd76TCFid5HWdMrpK8NWY\nKKG/VgZ1PHedbib+USVvo+Uok5lYBl3sltrHsTeunfjiurSlX7pUfc+aTQrxfeqp9UkV8LDlFpzz\n2YLJAKWud54ot1x5J/mNVyyM73lPtpaJjNdfz4uFPPtsPveSMXKprZMG8JcZUURRk5vCyy8D73uf\n/m/Ta8DhH1W3MXqBTvQ9JVNp0xtK0YZ7Z80dBQCOPwFc/q7iv9vdJCNqJpEoXdC4QZlQZrOeuyiB\nrryHwHCpqYkmQ6cIH071JXgaO8DuX83LAmjirtSFe52yR47l5NyBtRZtnaR+bZl9vfSILplDWN/k\nDWK4HBYXo20/QcrqoWIdioP8OqmD6QKtxIq76bVL097JCfDZz67XzLVr67kDr51ey42Rl49fXu9L\nFfzRHxGJKvrb7i7wAz9Q0gBjFDjvH2etzLEH+F6ePBXBateyMp8sjvHCyWfoHxHgT47w3t571ys5\nU+MgoAtgL9RfS1BWNF3XJgcVga4zz3V9VsulcUg1J2vAMMgSuLdHsWzH4xluju7AZg4e6V+GbTM0\nm2cjUzIeLrGymjRAl3IWV0yLi9VO6i8lmU+xTwu5f5wXhAPSDAwhO63D4WGeWJ0/v15U2n+LuHFj\ns/pYZangN/5j/WLYNz8M9H4i+96mNxTXzZOrYEokaV2cfjGjM6UFY4kWD1kv7s4O8Ruf/Vf4hgtf\nj+986n8AYORrqNX9+pIMG1GcVc22W8GwiMzJWVBloruGBRiKBYaxnJdQdhU0zEat+CoZ59vncc2/\nljRfs3bdYEBpQQLN5lqadbr7eGuiz0b2wuwBb+KVFGU2LKDzNDB/M+tqqgIzaB11z6cuwxLNqTNB\n094f//HZ6tY//zzwt/92vWuvj67n3xvn36uL0Qj49V8vv+ZDHwK+7dsow64QjFFlDqtD1qiqah6r\nz5mJNERXr1engUokx94YB9ODYoKuQZ1yUTq36XAxLJ1TVYStZbe0tTOriFVZ7JZaLm24GNYmVjI8\nPsUXTv98dRgLvTv4pt1vWrsdHR6+QGjzMrk5VLdCOCOCVQdma1V3aYv7gLpRlHWhyxMG6KR+9+Nr\ntPPnpKrvSqkwm95QdERt+Gl9IdwqhDPaNNv1gjcB4Fee/zW8fPwyPnPni3h89214Zu+Z9b83geoO\nMJm5io+IeVx9krQ62dP4Oq7QAlzuXoZpmFgEi3yx2wSel4b4uG72kew2dxFEAebBHHutvXqq/t0u\ncOUKSbNYFtn714BO6FCOTSlD5QnbMMliH0zIKh9OitmL6VD9OWcvn5Wmy9u/F2hyzc8qF/eJT9Qn\nVnKMmsDYG2PqT/UZlhX4nd+pjhaIIspg/ImfKL8OAB3omy5JiMQeEHuYeiPcnR7i6uDxVITasClW\nsiaZEpj6U617+9bk1lrEqkxqQUCo6svu+eFyiCfwhLZNsWbIUEkYY+xMsVtjb5yJ3bINexU7OXAH\nWWJVoz0dvnz3yxkL953pHRzPj7HXuveM7IdPrJgBdJ9JTOBnSBFu7JD5+2u1BM3XAjYdCFu0sh39\nWbEujA6cE7l65HvS9za9oejaG96DqvXohdrE6vbkdua0+kev/9GZiZUXepkMNcuwsN/az2xclSfJ\nxk6WWPF7l4ZgjKUZVxJEbcPDw3zcdKtFaeWPPEIZO6UuTBU8JrfazhJoMQA+4L8EDF0qZeVeKN38\nhHvkXnCyOMkSqyCg2ENdVG3cStS7o0RE2aC4HMtNxJOn9GKMpM339+n/n3gC+NM/vad+ZvDkk5l/\nhiFpK50Fn/tc/Tp4cuCz+v7Tu+vFwC4WwH/9r/Wu/cQn6JGUZdplYJiA0cI8AH76z38Zh/ND/L13\n/T28/+n3r9VHFUWEfbgclluYJWgzbwsy6fpOP0OsyoLNx94456bVEba+kyVWdQLYi0RH1f8HKKFh\nGS7XKjTuR7723t4Y3/hLQqwAWiC6b6NAzVzR5AKYTaD1SL1MjC3uDfcj007nErtTc9WTcfyJLLES\nebFn8VHooGwoAIDTeyFWLxWXuFHw6dtZk8Cnbn0KP/xNP7xWbIWALhZip7mTJVZVysiNXQCvIePP\nm71JwbxndE9q+3pKAohF2TvzOelV3rpFya+1hfsWd4Dpqxry7pMrxz8BZteAzlNkSdfcB139uXUx\nWo7SosxxTNUiNjXHHn2ULHC6cXtWOE7OL/byy2c/b3keiV3+lb9SfW0Rsbg7v7s2sfqzP6ufEcY5\n8Ad/APzgD671Ffjo6x/F4Zzif3/3pd/Ftz/x7WisaaWSUVQGhvOzxyoBRIrqCOpmxmpFu7qAeCBv\nxRJEr0wyoyx2S63FKfqyjgXveH6sFRc9mh+trQ6vQy0zD2Ps/YyxrzDGXmWM/eOCa/5HxtiLjLEX\nGGO/tXZPmEHp8/13UmyV1VG6x4hMOftA91mg/44tqXpQ2BRJKcP8FhXbXheTlwFZPqDRoM1lU1Dd\nRMGYMrPOiln9UiOvHGelqqf+tPAEXwXdCbDT6GQWTFFuqBCGlbdOxUtg+kq5azQOgcmrmkD8/OJ1\ncgJ84Qv1NsAgIKtJkWc5g+k1YPxitUWURzSmJnqZcHUzMZm5SssveqmVB4SwIQBikZs8uIiKvN/4\njfUKotXBX//ruaSQovI1dVFXhb0oW7Wu61VGXWuVwCc+sf7S9xfX07THRbjA5w4+t14DEqpqaNat\nvadr4xM3PoE/v/7nuZdc2w9I3H1LfaZ+HfcioLeOlQp/xlHuO3WaW3Xb00GtBSkQRCUVEtZApcWK\nMWYC+FUAfxPADQDPM8Y+zDl/UbrmGQD/O4Bv5ZwPGWPVOR+cAy+8QOrmZaM3jujkyAwASwCnSTcS\n2Dadpq6sXzV7i5q4H4Gw6olgeMaAjTikjb3/del773sf5VPfKywL+Gt/LftewYa7wt57KLnitMBP\nMr9RHcCe4NppnoRdO7221skMoMVRdV/1nb42a+1kcVJex7H1GGXlytl9/hAYfpZKkMgB1OGc3G7L\ngzypMhq5ezAek8xaZbq7BM5pk/+GbyiRnZteywrN1sHiJsXPSFppnPPcAr7f3q/U0QnjEJ+69anM\ne6ug4LNWeS38spBuSrMJ/NN/SpoCaoY05/lkFMb0tVAefxz4kR/Jvf2VrxR3wTTJE3n9erHGVZ0k\n45jHOFnq3Ubr6CEB5FZ+ec1kwsNDsowmOsmVmAdzvDHKlv556eglvPfKe9f74gRVNTTrkomzxiDJ\nn99p5kMiVGJnm7aWCOskG4aLYaFoq2oVFocXGap7cbhYrw5hGWE9XZ5W17KtQB1X4HsBvMo5fw0A\nGGO/DeB7ALwoXfPDAH6Vcz4EAM55iQhRAs+redQUKEijDgKapd0uqYhvsXk8gNRtnH4h/15djF7M\nEqvv+z7KPHxBo3czneY3lU4nv6lYFvBDP5TPCx8XrM6GBbz9x4EL/z1tXDf+I/DqB/PXRUvKbHXK\ns1j8yNeeqoqyz8ogzPkCTau5MtkP3EFODqBUGdl0yE22yJ5swUOyxs2uUQwQj1AqFOpka29EEbn/\n1iFV6mff8x6N2oZ3vD6pEphdo34mFifdRlcnC9EyLHQancxJeBUU3Fk/ALsUnU5WeuY//If8NXfv\n5vUE3vUuEu6tiSKS0ukAP/3TpL305pvAj/2YvrpOHWKli+ERWJdY/ckaWr4yPvnJ+sTqqydfzbmJ\nXzk5e71ZlRDtNnczv7vMTZdpp6ZlqwgnixM8uZN1LetiDW+Mb+QsXmVtFkHtb8/p5QiTOu9ELc46\nhCiMw5x+Xub7iyokrIE6xOoKADm/9QaAb1aueRsAMMY+BpJi/hnO+R+oDTHGPgDgAwDwWO2owJoY\njbbE6n5hneqTZ2mPx8Dpl/TX1oHqQrQs4Kd+Sn/tz/888F/+S/a9n/1ZvVK9DrPX9O8//v1EqgDa\n2B79XuDk0/TKtXG9kljdmd7RxgDcnuSzpKpQFgiqLlDLcIlFsCjPrms98v+39+ZRchz3meAXdZ9d\n1Se60Q00QBLEQYAnSJGiRJGiSJEUdWtlalZ6HssezbxdvbWltx752R7JY7312uPZ8Vi21280u9rx\nHmONrRlLHIu6VoclrsQDPECCAEHiRuPobqDv7ror9o+orM6M/GVm5FHV1WB+eP3QlZUVFZ2ZEfHF\n7/h+QGO1VdqDAHewwiRaBXZ1mJqiY3a0pL2BAWEJmZ8XlhC5jGepJLxgBsM1bwq3HoV4UWSTRpKC\n7JYvm4sf8yawdr5d41He5TIwZZX4/lS/gVhVG1VxnTMZYd45d85/fc90mi5PFTC0a03hn/wTQaoA\nEe74xS8CX/iC+byLF4VxzU4vyI4QuCULbvW2NDz3HPDxj6udS216Li5fVCI/FOS/cSw/hpXqSlvD\nSXPTUdYkDavVVVOlBb/9APzHGtpZ0eT3qM1LLpEzZDVrn1MhVvI4jkaihuxAv0QUCC54PQZgF4D7\nAUwA+Clj7ADn3PAXcM6/CuCrAHBw795gA3cslIFDBICJCXF9gyjsDIiFRI+189Yq3ipY865r4xol\nwmIUTQITHzYfH38/TawMum00rGJI9GnGqqDqbWlIxVJIRpOoNNZ9NvPleXtixZiIc1w5BVScjdPr\nn4sC2R0mhfhmE7hAhK0Vi4Lv6rPHhoeFTN2rr4p4LD0uXpSIVXmG0LxjQN9eIC1lEmYmhJtXLuxe\nnhZZy4yZduh9yT7lBbOYKpr0l5YqS+I6T04KFkKNrzffBKal5+XAAbP2HmNdmwOpewWIfe0DDxiP\n3XorcPAgcMjoCUWjIbLuJmxKOzq5a1SxtAScstgPOcGNoCklDVFr1nBl7Yql28sOVAxTIVUwVE+w\nctNpcHOdrLBYWTRlIPolH1YbOCrGiYrR0mQc9Jav+dK8Y/F27Tw9tua3GvTSLEtPuYDKrHABgH57\nOdE6pscUgCc55zXO+WkAb0AQLWtQ/nyviEatRUFD+Ec8rm4PV8Eu6dGwi1vK7wJu+2Pg5i+vV4uX\nUZkVZSM6Dc5pYjV8HxAjAoUH7hQSBTIUlJmtgivdBu3KauuUlcUUCKoyaTIG5K8XgpYRpwkoAqTG\ngOKtZNmd2VlzsHoyKUp2UCn5jJkJFyBcToaYHupe9e02k6r237PLnBDD620hVFm13o1KfDaRNRUv\nN1gSGBPmG/mHqiQQjZrP6+LG0opYve999P16xEJxYMrBa+TGqmEHuTyqW7yumFMzs0pvMqgyUk5Y\nra4aJBLiUaHjJI9VJ5eo3/gqYD0DMeh2qTYoIrhWW8PllcumHyYlv2gE0O33DmWGTDFcfv8+FYvV\n8wB2McZ2QhCqJwDIgv/fBPAJAP8HY2wIwjVov0dIJETxXyp4vV4379JSKaFDLyMeF9sJFyUpQnjA\nY48Bf/Zn/tsZHATuvtt4zMpdU9gH7P+9dV2hW/8YeOGzZlVqzoWlIRdgijmF2gJQJyxrY++lz49E\ngYHbgctS+RsFYmU1YVK7RzvIE5VcywsQO8Lp1fXxtlxdptOhOSfYSwTg24UbrbbSUqBuAIgJGZV4\nXqhMV6JAZVkQiGzWsAJfJhIdr7vO3k2kVZyXs8sWFkRRWlFfUcpmSvRbk3OgpQV1vQjE16NeAuJ9\nSMfSKNeFBYyBuSJWADCYGTS4i7pRLLoToAhRJAI8/jh9/sGD4l7KcfpOusN2BN+xUoAOdoH2Kjhx\nArjvPufzgsxglBd2Lc5IJlZOcVZUvNKeoT22371WW8ORGSMblTXugrCEzZfmsTVvlPGgCI1qCSMV\nkWMq01KzBOotZXOlOVJfTxWOxIpzXmeMfRbA9yDip77GOX+NMfb7AA5xzp9svfcwY+woxKz6m5xz\nZ7nu4WHxI2NtzUysstmwKPJG4v77RdA3FbX62mvm+3XwoDnmLR4XBC2bNR5ftXDl3fBPjWKN8Rww\n/kHg9F+Zzy1d7DyxoiwgsbRwLVmheHOgxMqNfg1g7wbUH2NghpiJ+TKRtXPkiMuEEwAgFkfGxKZq\nZASNhiBDeiQS9LQgY3RUlP/U5yK0LV8VYvrJOLsJkCgKq1VN5/ZrLd7bCtuwXBUlabbkttjq8FAY\ny43hytoVVBtVFFNF18SsV0BZrHbtsnYapNPCwigLisrVxWTYLd5uas7ZEav3vhd46CEhJfYfwEHP\n5QAAIABJREFULUSCVKQhOOeWY9bK+mwHedxqhEojWFr8pVOcFZXFOlm0FyiuN+smYjVXmsP1uL79\nvl+RXK1NGX5djE4ix8vVZYNVKxlLIh1Po5gq4sLS+oPttx9KMVac86cAPCUd+6Ludw7g862fENcq\nHnpI/Mj40z81E6uPfczs8rMCRVgKN9EK5aMPAmf+b3P6PrWQBo01i37a7Zr12YoaajY19lqwW1Tm\nSnNKC0q1UcVqzZiSRcUrRCMinXm5qitlIadDLy56IFUW4Bw4eRIYGcHKitlgXSyq1dKORkWl+nPn\n1o+1Iwxka1UkQbtlKWS2CYV8QMSFtcplZWJp3Lbah/qVGSQj0wCcY+X0iAO4pdlALcKRum5QSXKj\nF0FZrG4iHnM9brzRPbFycseo1JxrNKxLk77vfcCnPy1+37lTPId//dfm886edVZIKdVLKFM1bOE+\ngxGw1ojSJFL0Ok9zpTmSWGmxQnqoZrFSpW00UHPTraO3Otb5PDp71BAjulBeMEgkUMXN3ULlmdFD\n67Pcd20DRdb0VEBvKK+HeOuivmZeBAFgzCIwI94H9N8CaNXeNahWlPcDkgAesP9MequwuunjaZrO\n8WB2OyZVMzzVxnxpnvy8nOGzWJFcDEGr75fLAOdYWTGvVpZ6VATGx8VC32wKd1PbaiKXx0r0qxOZ\n5DCQHhfPVO76VukYAGfOIHr6DPxEM0VbP3j5ZeDee4MT8ewSOKctVvv323+OSlZ0JFYOVgOVOJjp\naVoqLB4HPvIR47GPfhR45hkzEatUhNvSLow3CCFPDRQhMpR0SRYMxMrqOlB9UipS3jpPT6z0rlfq\n79nWt83RgjuUGTIQK1kiIQj3opY1aaV2b5UhrSWiaPIemsvQS3FnICRWITYaFFlhUSG0aYXCATOx\nqmwUsdpn/xkWATKTxgB9hXqItoG7PhSXLyyrqcabXAwqhd3cIJkEGCM1jtxIOyWTIr3/yhURWxWL\nQcgkyFmmboq0M9aWWDBgxkUGpBM4F1H7k+oFuXsBS0tCCk7GPodhQBmvZRewDHkM5BN5k1XVCVYB\n8g88ICyjejAmrFh//ufm88+ftydWttIQLgOh5bZyiZzBclJMFXFucd1MaxVnJbfDGHO0KmnoT/Ub\nMuU451iqLKE/3W+aV7LxrJJbnCJ1eokEk+BoJG6b8QgIt6RsEZwvzVvWD7VysWpZhvr3TTU9XSAk\nViE2FiVCECd/o1C9tkKRsBJRVq+gQckkqBRUzu4wEiuHDEansgoqOzuq8rxbGFK5i0WR4r8Y0HVu\nEQpKu8qtZmaxKC2S9TXzSVTWplvIwrK91l4XQHHLQsG59vnWrSK0Uk+k3boCJwuTODK7Hvuj4mKj\nrGuMAR/8oPk4IDRVKWWZWYfEvqCkIajzZfe9/LrJm1goL5jconIcVC6RU056oUjQYkVstFR0pihQ\nJGmhvNCWSKDiwW4ctNdlazQbePrc06b4UIpYlWqldvKJBj3RLCSNxMpPnFVIrEJsLGTdIIAmTnpk\nJ4VVSx9npeBe8w1ZEDOeV6tXmZWCpiP2uzuniVhlByyrrXvBfGkevNiKgWBMiBItLNB1Si5dMpOu\n7dvNri7GBHNqsSd5AYvHA1BioQRKIwGUZcpkRGJNUJCTODYBqEw+Oy0qDYwJoddXdAUWlm1CDSv1\nCtZq69eagWF7YbuBWKmMA8pidd11IvGBQi4H7N4tlPz1cCKBdiTPbbyOE3FJxVJIxVIGkkDFm8nx\nlf0pxRhD0CSoVCsp60xRoDTzNJcmJWSqQtiikSjyybyBRFoRInlezcQzBkub/H0L5QXP4q7uPxEi\nRJCgLFZO7rVIHMhItSE7rWPFOVCTBmxGYUWhzrOzxsF9AKZKGwwMsUjM9ifKjLtZLQaijUhESKCP\njZl/qFihoSHzeaOjBpOUHP8SiBwTSawC2EPu2BFcwHkm09KF2FygiJVqmVaZgNmVSaRkQgYzRrkd\nr65Ap3iw3bvNx/xkMKq8r0ETztSDct+pFCGWyy+5yUJNRBMmbadas2ZwxWpwQ9jkfmuEyG88mB6V\nRsV0DQH7ChTUa6rGqipCi1WIjUWZEDHK7jQfo85Z1aWDddpiVV81BqADQFqRWMnnRe1rL8oLhqnk\ngsJOXZ6ohrPDpnpfMir1Cl66bNRwUi0T4RWyxSoQYkWJBDKbhitX6UxNFhFWSS2bcGAAeMc7xCor\npzJSUiTZLC2sG48L0qmS+thj8GqxAswEzM4TSqqOSwTDyRVoFWjvlMFIxYP5zWBUDYSmChtTemfF\nVBGXV9bnTirOKhlNYhnrz7UX3TX9xioZTZKExSkOSo+B9IBBM6/SqLRdmXqkY2nLAHTT96f6DTFn\ngHBbyqruVvFVGjLxDBLRhMFy1i6W7hIhsQqxsZCz+WI5NfeaVGsOrMOPco3Ycaa3mo9RSI+JRVpz\nzTmk/cuTzER+AmcXz7ZfOy0oXs3qyVgS6VjakPKsWiYiKBDlEb20QhyzsDSVZ9alFayQv3HdQppO\n00XEy2UzsUom1c05mwRUwLnqnyifZ3evqbR4FSuN4f15Opl1j70+prdAezlQXNKFU5VcsBIGlaES\nZzWYGWyLk8YiMVcECABGsiM4u7A+7wxlhkwxStl4VpkAaX2SwTk3uH0Bd2StkCoYMvoAmPpZb9ZN\n1jZS008qGTRXmsPOfoWNvoTNt2XqNVCugU24E90QcG6OW8pMqLlbZGLl4F7zDblALwAkiUoAFCIx\no+K3g1ClKWhXEvRbqa4Yyl3IoIoFq2YDyYtXqV4ypX4HCXmoBFKOkoqJkHXPNJQVMv2oOMC3KKiM\nQKfAdQ0ysaL4qQYqzogq50IVKtdAya4NDTmHtg0MmIt8uLVYbcka3bx+MnmnlqZMP3q5Bavv2Fnc\n2bZgbc1vdR0rNJ4fb8cg9af7MZgZNFnPKKJkh4H0gKEUTSqWQjQSNfXNjXUtwiKO7sjF8qLhWWGM\nLqBOkXe7Z8wKocXKL6hSOkGU16HI2SYVFLREfRWQ4gC8xy3Zu9d8Q9ZFAtQFJwFRU2+ttUDLpFCC\nPEFSFqOF8gKGs7Q8uZwN6CYbqD/dbyomu1RZwnBMQQrdA+SyNV6JlUHAkbJeWgbyK0yaVJbhWxSU\nPIaq7tjoqLhH2jqVstkLmSxWqYLJStPgDSxXl8kFEvAXD3b99cbP28m4UWVSdhR34PLquqtOxX1f\nbVSxWjVe4KtrVy1L5cgwyVMk87hv7G4svPQL7FhjwMyLFp+kEQdwf6kPl9kKdu5+JwBBPDLxTNvC\n5LbsSywSw3B2uF1XcTw/3m5XsyhFWdRV3BYgQh30Cvfy5+VrYzUnyhvQWqOG1dqqKd7MCSGx8ot4\n3DhbAMEQq04Rtl6CbK0C1N1rqVFjZqCq9cgrqMU14SJmoXgAmPmH1u/20bNUkdBsPGvI8pkrzVkS\nK9nC5Gb3l0/kEYvEDIGvlQ4mBsjyWPW6s8q1jDfeEPUGR0dbQpRUPFWjZCyPpCHRD1ScFOW5IGYe\nsoOuNVAWK9XkRq1UkSbZYCeroWKxAgQBc0OsVOPBtkrTkF082HJ1GQ2dRTQRSZgIh4or0G8ZlcWy\nVEe0Xsfwf/qvGJ6ZAXDU9rNWKLZ+sJICHn4YjDHcNnobnpl6Bn3JPozlbGpvWmDf8D7MleaQjqWx\ne0hkCmwvbMdCeQHL1WVMFieVN4IaRrIjuLR8CYuVRUz0TZhIuFN8ld3x+dJ8SKy6DsaE7Vg/iqli\n0W5BkaigRRo3Gg3KCqRIAiJRQcLWWiJ2KnXg/MCvxWr4ncDJ/w0YvMvxc1bxJTKxskIyZkxpdkOs\nGGMYTA8aAkyT0c49d9QjvbamvlivrAAXW7qtFy+Khbs/T4yd+gqQINyh6XFR7qa2ZLRqlS7CYM3i\n3DJM660Eili50R0bH18nVnYkhxoDiWjCFAM4V5qzrH0XZKC9XQYjZV0zuZQ8ZPK6hakI8fHjwYna\nPvusqESdSmELy+HxF1cQmTkNxl5x/qyEAQCPMwA33YTITjFW49E47piNofHTw4g2D7tuMwLgVs7B\ns1lEPmCs3UpZFC8uX8T0ilpJqrnSHLYV7L0MMkJiFQTGx9dHcSQi0sr9Qq5CWyya/SabHX7JSn7X\nOrGStaKCRkOyWDHmTs07UQBu+QNjrJUFqN16IVUwqKbbTcITfRN4/crraPImBtODSMbcEaOx/Bhm\n12bR5E1k41nXcRRuQC3Ky8vqxEoWblxaAvqLKWOyAEDHyAHiPqZGxI8e5WlatuEtDtkVGI+72+/d\ncAPwUivxdJvNWmWVGl9MFVFaKVmep8cSkSmvqnAhEys7Z4FJ0DNpdlt2w2KltdEmVqdO+W6vDc5F\nxfM9e4DvfhfR02d8NRcBgGeeBYaGgVtuEQTw7//eV7koBoCtrgJ/8zfAZz/bNnuvVFdM0hONZgMN\nqMUdeCG819hKvUHYs0cIJF65Ahw8GIxlaXBQRHdqzn27WWizgnSvuSBW/bcB0z8SulZ9DtpXfiGT\nwFjOvvgyBSd9LpiFEQH3O+C+ZB9u5iOoH3oOmcg0wF531c0UgNsaNZTTcWTedYsngTxVUMRqacla\nwFHGHLVeMQZEs0BdlwWkUPg6hDNki5Vblfwbblj/naofqEEmK9rzX0wVDTGAduPATzyY7Aq0iweT\nSRPlttSCoKkMP8C52oIqDCSAHBx+Gp8XprsTJ4Jr8/hxQazkjFo/WFoSRSJbk4hfS6Cm2J6KqSdI\nhcQqANQiwHe3lzHfX8IDIykEQoEiEeC++1B99ueID46AOeUIb0aQFisXcUuDbwNSW4CRdwGxLgev\nRztTPFdeUJKxJFKxlLtU84UFpL7+DV8pdvHWD+ZXgSee8NyOE7JZYfXQx7BcuSIWYKfk2tVVs3p3\n27IQzxmJVaOVKBGEUOhbFNWqOdbITcFsALjtNrHvTKXE7xQo140WVOxGy8qP2zKfFz/a82WXwUiV\noJHHa61pHwRNZQPePXG3Y2zPa7Ov4dLyOtE0xFkFXTi9VBKWJTu/qFtoQmNWRR29YmpqnVgFZAkc\ny6t7osJozADws3M/w7Grr+Ny9Sq++fo3TRpCnttdfBVfyR/F1yKHsVoPeJD0AuQYq0gMiLko8xFN\nAHf8KTD5iWD7RcFkseoMkaOEEfX/a7B1LRw7FpBuAYCzZ2mfSkBgzBySWK2ux03Z4exZ87E+LY45\nITXKm7QYbQhl+C2YDYi6gr/7u8DnP29NVpYqS4ZgcMBosdLDboPhx2IFGN2BdtEdKmKmgLtCzbFI\nDLlEDowx2x/5ehhqhDb9lbQyodkMtqQTINrjPHgSqOunX4sVoK5DpuGtRawoM6xPCYNao4bDl9eD\n7Ur1Eo7MHLH5hBpmVmfw7IVnAYgH4+lzT/tus+dgIit59/cjmuqODIUcY9UheQcqaBcgFhS7Xdi5\nc9bvecH5887n+AAV93LmDF2SUMPiojkuN5HQVdZJDJiz+FbPmeU9QijDb+C6hrvuAu6+2/p9eSFM\nRBNtN4xTtpcecn+jUXuXnozrdIUK3ATaF1NFoZguFf62W+CpAHgrt6EelCxBuy03f6wK0mmx6wka\n1ar9YPfaJkRohawWn4qlkEvkbH/krES35OytZRenqrv6lDA4u3gWtabRPv7m1Tdx+9jtvtp9ZdqY\nbXF09ige2PmAK5XbnoccY9VpLSo/aBiVfDvlCrQqwGpaUOxiNqituh8E3Z6EYtFc37heBw4fFuVH\n5ED2+XlzkVxgXScJgIh/Sw4ZBUCbFWD5ONC311o6gTeBlZPmwPVQaoFc+9y6AlVAbS6055wSCbWC\n/Njmcu72YHoFdn1smAy7QPu1FZ3lxIIENpoNkyq4ahkVrZCwXjC4bbHqU6hg4Qb5fGckfxKJ4DPe\nW/2kCNGd43c6u1hnXjOUyVmuLNuKMst4a80Wsu2ZMd8PyoUlsyrzxeWLBnl9Lzg1b8zoaPCGobzA\nNQFT3FIPEyt5oe1QX6l4DcA80VYbVVOQextB7/7KZedzfIAxYJLImF9bA55/XhCss2eB06eBQ4fE\naznWJxIxBxwjQzRangGuPg9UJeVqzoHyrHhvTYr3YLFrT5zXAyjvsheLlROs4qsAdWXset08DNz2\n9ZZbxHqfywG32+yTVa3MViRwubps+htUiRXlDmwXDqYGlR/s2GEfbOYF6bQYW51oF+Z7E4vEkI07\nh5tQ11+1kDagSKwYY48wxo4zxk4wxn7L5ryPMsY4Y+ygcg+6CdnnMDzsu/yMvhCmhlqzpqyWS2G1\nukpW1b64rBB4spkgx1jFOmMFCgRySZQNdgUCNrv1oHeVXRCmHRkRlisK8/OCVJ09S7ujAOGqMXk+\n4jkgSYioNtaA+ReBuRdFncD5w8CV/w9YPGJ2+QJAwn0R1msR3SJW8nOtt9bK46DSqBh0rTQE4bYs\nFIAvfAH49V/XuZglNJoNLFWNc7WdlZmCXNeOMfUSVIBZp67WqImN/Z49wY3dnTuFBWzLloAqpbeg\n+ViDrqnZapeyJqq4WEmhUBfuQEdXIGMsCuAvADwEYArA84yxJznnR6Xz8gB+HcCzyt/ebWjV5s+c\nEW5Bu3xfRehl9PW4snbFUhnbCZrcv+pxZXQgxswX5HiXXrZYmfraGbJh5QrMJXKmQqPz5XlauC7o\n3Z/VqhIgGBPrwKFD7pOO+vrEsCaRv0Eo/FOaVLVFwMm6z6JA7np3HQoSPTRmqfuiqjfmBlZSC/Lv\nGuZL86YadlSMtRe35S232L9PWTGsrMxWG6F4xBiiUkwVXSmPD6aNiRoRFhH1+PJ54NOfFuKe8s1r\nNMz+9ExG1PKR0dcHvFOUtEEsJs4JSh5ht1Bex403Aj/9aTBtFgrA6KggvRWa9Dohm8iaXaxEfUYr\nqMRY3QXgBOf8FAAwxr4O4IMwa+R/GcAfAfhN5W/fAFyaHMSR+hsYKA7i9kLBl5hypV6x1B5xm0Wg\nhxVZm12bJY8rowMxZr7QJfdaMJBdu53xolNBrICYLPuSfYaJ3DJwd3w82IBzVblqn0ilxEJ2+LA6\nucpmgf37bQzP0ZQoIbTwik29QAtEEkBh/8ZaUqkxSx3rAiiLVSe6YrW5AMzZsdr5431GiwflDe+E\ndU3uazaeRawl6SH31Wq8FlIFQxmpkewIeZ4Vsokssolsu87gUGZo3SozMgK8//3mD62umonV4CDw\n4Q87f+Gjj4qHgVJ1L5fNfvp02ixuzZgYuDffLF5v2QI8/jjw9NPmB41zswkyEqFZfT4PPPYYwBhW\nKiueXazaubOr62su5UWyggqxGgegn6WnALxNfwJj7HYA2zjn32aMWRIrxthnAHwGALZvt1HK7tCO\nbKW6gm+/+W3Um3WcvDIDJBK4Y+sdntuzMw36IlYWbsS12hqqjar3AHaKRG3QJA2AcK/1cMke2WJF\n1aMLAHaLSjFVNBAry2dszx7gmWeC6dDIiCjZ1CXk80Jj9/hx4QK0w+ioCDB29Ewk+oHizcDCq+Zn\nzvIzAyLIfaOTReTFIxrdsNJWFLEK0iukwcodDohgbbmWJTUOejUejEIsEsPuod04OnsU6VjaU/29\nXQO78Mr0K0hEE7hhwCbSPgjkctbadt/9LvDCC8ZjH/6wcCU64ZZbaBPh2hrwJ39iPLZ1K/DLv2zb\nHOUidlPceSA9YCBWbmSUfGcFMsYiAP4NgH/sdC7n/KsAvgoABw8etC4r36ECxK9Mv2IYkIenD+PW\n0VtdF3zUYJfq6ybQzc1n50pzriuKt8GYUfUOCD5zxA3kRY71cJKqqa/BryjletkUb+FlosaWLcCH\nPiQmOFnLpl4XqsR6JJPA0JC5nXweePe7lfvvC6ur7b6mANxynXhMr14V/1erYuOaTApL/8BAa6HU\nXD5OmUWJflGncfkEULGx/MZyQG6nyCjsBQwNib9NS3MfHe0Mm1EAZUX0GaJKwirLDmgFayeLuFJa\nL5xNzcPdIlZ2xX3l8bpcXUa9WW9btPTY2sxiy9ESIovTYMx9ktIwgPt5E2xyEpHxHt6gdhFyxYh8\nMo94VN2QILtY3UBlJbsAGMTEJ1rHNOQB7Afwk5b5cRTAk4yxD3DOD3nqlSY4os9GCmBUyJl21UYV\n55fOY0dxh6f27AiQH1Eyu88ulBe8EytAKN3piVUQdQ29oktWoEBgSr8Pvq/UAqFfVFRdCwBE7IIW\nv6DH0hLwl39pPDY2BvzSL7nqa2Co14Ef/IBUBM23fpQQiQB33incC1bQ3ILNGurlK5iefxO5eAqF\nzBAQSQry1WsJFJEI6rfejOnjLyKbG0CRioHpErpmsbKx2gJiTBiIFTFfUiQw6NBD6rvtAu0BMWbJ\n2Nsf/xhRufClS0QB4NjrQDZnLWv/FkJfsg+MsbY7cCjjbrPUl+xDIppoW6r6kupGCBVi9TyAXYyx\nnRCE6gkA/0h7k3O+CKDdY8bYTwD8j55JlYZt24A33xS/JxLCJeEDy5VlMh7q4vJFz8TKjgCV62WU\naiWk4+5Gs1PNKD+WMABisT11Ssw8W7dap2J1A12wAgUGOT7Hrq+cA2e/DlQlly6LivqGQ7Q6ovw8\npWNpg9vXjYbPpsEbb6jJrDuh2QSee04IDjkIIzZZFN85fwiza7NgYHjwugexPRdwVlJAaPImvnP+\nx5jFLNgKw4PLfdhe6HDBcQt0g1iRtTKlDYXKOOgFt6WcFQiIMW4iVsvL5mrifnDqVEisIIRAx/Pj\nmFoS8injeXdjnDGG7YXtODEnaiNe13+dwyfW4UisOOd1xthnAXwPghR/jXP+GmPs9wEc4pw/6aq3\nqti6FVO1qyjNz2L77gNIysFvLmEV+O0n086pBtFCecE1sXIiTr4X0/5+TN17AJWpsxg/eA8C1uZ1\nh01FrFwIRk7/EDj9V/R7U98CDnwJGLrH9JZV4LoGV/UCNwuCVInnXNQIs1NzBPDG1Tfa8wEHxy/O\n/wITfRMdLTbtFXJff37+5xvW1264Aqn5T37uVaoQUH3ttnUtG88iyqKG8jzk/L2onm2mhAWfm+9r\nCDcN78Pg5UVkSw3kV0+6/vwNnCO/GkF8YjsGXdQKVGIrnPOnADwlHfuixbn3K3+7DY7MHMGLCy8B\nDDh6dhnvu/F9pG9aFVYB4X70puRBlU/kDQq6c6U5V4UbqTYZGDjWw9H8FpR8beY1vLDwEpAD+k7/\nAI/f+Liv6+oLbonVlV8AVWnSYFERZJwNpPS1NUxBzzYJFtM/sm9r6ls0sXJwgcivFyu6gqubFUHX\nHlNQiX/jqjFVfLW2iovLFzHR153sRzd48+qbhtdrtbUN62s3rEDUZkF2wXi1WHUkHsxmM6SJd+qz\nvMn5O2hB32ZTMEufxohrAZFnnsXWE6ecT7QAg4htwqlpAOpGkp688pV6xVB/b7GyiDeuvoF9w/s8\nt2m1u681hevNSeJehqx8HWERbCtsw9HZ9RRWL9YleeCN5ccMwqB+rBTVRhUvX365/XqpsoTjV47j\nppGbPLfpCyZiZTPzXX0OOPpH9HssCtz8ZaDg/flwhkykbFL3V07bN7X0unAtSn+vXYYRYLZgcc6x\nWFk0CQRuKrgVrfLZXqVewZW1K6bjF5Yu9ByxqjaqZF+nlqZ6pq9BJ3DL8x9Vt03Fctsti5XjmE0W\njMSKmr+DlryJREJSBQjCeso7qTLh9deVT+092zdE/T25uvnJOfdmPD1sK4t7sAJRvnU5ldMLCZI/\nM1kwliXQYre84NziOfN1nfd3XX3BDbG69F37ds7/52D6ZAXZmmaliVRbFoKUdmiUgZI5rsitK5D6\nzIaBMgeomAg6USjWBp0ICegUZldnDdZqDRvVV+p2UpYhPzBZbZPmZ14mL6u1VVMqfNfiwaR6p17c\nloFnZm9kpncvYX7enBXtB1fVvVs9SayoMjHz5XnPhKLJm+uFKQl4CQinskGUBpFTu9JnRnOjJt0q\nr1arS8uXTMcWygvWNee6DTsBxxWHncfSMfcCkG4gS0FY6SHJrkorVMzWTLeuQKCHAti9SqQMe6tO\n4LU9y5CA0lXf9T2DhpVQ8FxpbkP62hViZSNfYHdMHgfdiAej5mF5MyS/Jserph8SFK5TD7K+phG0\ni9XFw96TxEovymU47lF5fKmyZDsRebIsEROA0iByaleBsHldTCm3AmB9vTsOObbLiqzUlpwJS30N\nKJkJeWCQ45isnqeGIvmvEsTKJsMIAJLRJJIxo0ZNzwSw90vCe5mMmpDljTcG508aHHQkVlbXq8mb\nrpSVuwGrjVmTN12V1wgKlMUnaE+unXyBBq+W204H2kdYxBRSojx333+/eHaTSfMP1fF43HxeKiUU\nczU187c6gha/djFP9ZwjtlKvYLVGB6DOleY8pRrLgy6IgHDTBJA0EyC38Vty3JbWbiFZMJj/vfS3\n2qgaAuv1mCvNYbIYcCV0Fai611StQNU5ILPVX5+sYOqrBQlsKu6SasaFkXOOhYp1jTRgvTjrTN3f\ns9ARFApCEmVmRiwEqrvmwUHggx8ETp40m+1rNXNNMq3ep4x0GtjnHGPnFBLgpuRFp+GkZ9efVleR\nDgIbYbGiSthYyRjo0Y2+yiSpL9FnytaUn6eFygI45+ZCwIODQtSXwtNPA8eOGY899FDwhYuvNWyg\ni7XniJXdZOJ1EZHb3JLbYnA3BhFkXkgV2nWi9Oru86V5ZWIlt5mNi0KQQaTZ2y4oG2X1UCUrjTJ9\nXAZhBQoMpoxFCxIYUdwlNY31tEr1Eip1IymjBOmKqaKBZPeKK7BeBy4XbsL0lUmUmwnETyewZU2U\nGXSMbRkcFD8yVlbMxKpQAO6mdcCc0ImQgDa8xphZoMmbjgLEO6FQJiRAUH9Opy1WFNHtS/aZNsfy\nOKCeuaCJlSlwXcG6Vm/WsVJdQT7poSJ0CHfI5YQVMCiNMBcu1t4jVh0oEyO3OVmYNBCrSqPiWsyT\nmgA0i4KcBbKtoCYFYGUGD8IVaDtJb5TVI3ArEG2RCwSqMVYRxWBsSReLugfUomJSX+9dvy+nAAAg\nAElEQVQBV+CpU8CRI9oi29pEzAtJqVdfFd6JID1+XtGJkIA2Ai5wvlxZtu2rb6FgD+iGFUj+u6gx\noBUk15Nkefx0hQQqxINRFre50lxIrLqFd70LePllY7URDUtLQEkK3SgWzSEMjInqFDepZ8/3HrGy\nmdzsai25aXMkO4J0LG0o0jhXmsN4XM20aqcOLOuWuCFBVqm7JnNy2cKcbAO767paW0WtUXNVRykQ\nmMiKlRVIcYGSRTyDhEwCrQpyRhWJlVTOR0W/B1DMMuoSOAdeegk4c8b6nGoVeO01oYF4550bS67k\naxWPxFHTWQ59XUvGxA55RVc1QS6g7ALy8yD3dSMslVTIXJDEinOuZAUCxDgwEKsNcAVS4SAyyHiw\n8jwmsQGhF29FZDLA299Ov/fss6Laux4HD4qKJD7Rc8HrTjsxt5Of1WCVB6yb3ap8biKaaFu7TO26\n6K/VDkhus96sW8ZLqbZten8jLB+qFquooiVRcq8FCrmvdYuyQ4kBc1A+BW7sq5UbWEYvlbU5ftye\nVOkxNQW88kpHu+MI+RmXLclLlSWDG9819BNyJCIKJnuE/DwE3lcPoAxwXqxAy8vCWCBjqbJkkoOh\nyArgPA42wmJFkUAyHqxX4iJDdAw9RawoEiRXmHZLAFaqK4YJKMqiyMazvhYoO3O1n3atXIFaTIHh\nXBeDk3Nuatt0XTdisMsWK6tYKtXCuB21WEl9rVsQ22gCyLlPd1ZxgQDmibpUL6FcV4xBCxCXLwNH\njzqfp8fJk8GWRHML+RpvzW81WL85zPOPK0xOAtdfBxRTwP7rAB8GYHm8yn0Fuu8ODMJixTnwpS8B\nX/yi+F0PFfmC9nGHguTdiLFSiQeLRWLIxo2Wy15w34foLHqKWMkkKB1LYyRrLL7slgBQZEWLhfLa\nrl3mipXbzku7WltaTIHhXBeDc7W2ariuqVgKW3JbPLcXGGRBUEsr0KAauerkDl62Qln1FQAG7nLd\nvEqaOdAbIqH1OvDii94++8ILwVsOVEFKpPiYB9rgHFg9D8w9D6RPABOrQPM4MPMTYPonwNJx19ZU\nqq8bba2kiFXNpZH49deFa/jYMeDwYeN7qnGG1HF5/HTDbaniCgR6y8ocojvoqRgranHxqw1lZQnw\nk2kn98HOYtXgDSxVliwXSg2VesUQ8wWYCZs+psCVJYwggvIksCGD3URWLKxAjAH53cD8S53vkxWi\nErGzC5SffAKoLwHzL+vOt9fiUkkztzo+X553XZPSD06eBMoejWRra8J96FAnOXA0mg2TTpUmkeI1\nJhKA0E+bf0ncX/KLS0LctnwZ6L8NiDunbFv1tZAsGLTouk2oKbKiUJrRAH1Iy+HDwK23rr+W52oG\nhp+f/7nJWg+Y1efluplUX70Q+ueeE5+Tw3TkzSpgb127sHyh/Tp0BV776C1iRSwuFAFyE7gtT5RW\nAeFaqRiVzEC7AEurhc+JWMnELsqiBpmGQqoA6DLFXVnYFERHvQTE+4YclG5nBZr4ELD4ametUnaI\nSYHIdn2NxIBd/53x2Pn/Apz4quVHVNwKVse7OVE3m8CJE/R7W7YAe/YIRYSVFWGduGiu3IOTJ7tP\nrBbKC4b0/HQsjWQs6U/KpF4CrjyjlrVaXwOuPCuKb8ft5VcWK4uGvqZiKf99DQAUWaGSrexwYZ1f\n4OxZ43vyXM3B8WfP/Zly2wvlBQxmRIhDEBarpSXgK18Rz/zevUYNXD/WtdBide2jt4gVsbjIRMWt\nDogVCbLSQlHJDLRbBOPROLLxrEHkdK40hx3FHfZtSgO1L9lnIDl+JlXSYmUREE9lonUMUYms2FmB\n+m8Bbv3XwLJO12j+JeDKLzrTNxkysWpUhHtHVbfKAdRErS++rYEKWO7mRD0zQ1eKGB8H7rprPeuv\nWBRyU6+9Zk68WV0VZbxksfZOwsrV6tki3qwJ15+qFAggYgDnXwSG32FbF9MqJGCjF2iqDOOKzf6C\nwtTU+u8ysfIbMzZXmrMlVm6trK++up6N/+yzwCOPrL9H9VXVFRjGWF376C1iRWRZJGNJpGIpQ4Du\nfHlemVhZTVLRSBT5ZN5gcp8vz2O8z55Y2Ukt6PstEyvHfrqsE7dYNpq+3badiCaQiWcMf8t8ab67\nxIqyAnFunZOf2yF+NDTWNo5YAaK/Cf/sgFJd/86J7+A7J76j9PluTtT6hVFDoWAtpbB3r7BSyAvw\n7GyXiZUiWSnXyyjXy0jFHGQzFo8BdZd+MEB8ZvWMbYKDVeyOHyt7EEgkhFyXPq7KrcVKn7ywIHET\nv0RRf92oDEa3fdUTv5NSrXpqzH3j6DdIi//JOeOHtaLRcg3YENcOeoZYURIC+glFVkpXKW2zVltD\npWHcUepJUCFZMBIrBZeKSuZKMVU0WBuU2nVI3ZXJm5bBpO3QrNBoNrBcka6rtltPFgzEquulbWSy\nwpsiJkU1C7CboIhVbTkQYqXpiHlFt1yBzSZwyVzHG/v3W4uMRyLAgQPALyT+O9/lTbsVWbGyXG/N\n22jZVBeB0gX6vUhiPY6qtkgHra+cBrI7LTcQViQwn8wjwiIG4dD58nzXiBUgpLr0986txWpOx51k\nC5Jfi5X+uqUIXuy2r3ZuS2rMff/U95Xbni/NmxKIQlw76JmsQHlQ6bWhvIoiyufp2yTbVdj5y23m\nEjlTGrQXdWynDBMroTknyLEl8UgcmXiGbLPrJmorK1AvQnZbAtbB9i7hlxh1yyV09ao5CyyfF7FV\ndhgdNbtmZGtFp2EVEkBm3Drdj5WTxEEG9O0BtjwADN4pfkbuBzJE1YVmFSjPmI9r32/htoywCPIJ\no6W+24HQeclR4MYKVKkYg93rdWNAud/5Rz8Okkmz5IJbi9VlXU336Wnje377GroDr230DLGyy4ry\nWsbDSslcgxfC5tQm1a7mtrODU3kEzSXqtr92afx+xEwDgZUVqBdBWdFqwZDAzTJJX71qPqZSB5Yx\nYJvEL6g4rU6h1hDF0PXwrD3XrNGkqHgAyO00xk5FYkDhJiBFMM8qcTEt+mon59LtOKucFHe/vGzW\no7LCHNFVfUB5kOOAMX8kEDD2V658slk2QyE2BkrEijH2CGPsOGPsBGPst4j3P88YO8oYe4Ux9kPG\nmGt/kl2MkTyZrFRXULUqKaLYJkCLLZZq0giSYMoyVCi86SQ8WKqVzC5LhXaVYrdsCJvc3mpt1VQI\nuKPYTBarGJHJFVBffbtAWpmyncYiUb/YyVqlQSZWPuoTuwaVcasXbXRluS1dBiBd69QokLFgmIwB\nhX2ALBlQo4tBO2UHb7SVWSZWzaaZdFiBIuZaiUUqdtUt5PlQ7qsbV2C9blSHbzSCta6FkgvXNhyn\nN8ZYFMBfAHgUwD4An2CM7ZNOewnAQc75zQC+AeBfue2InYQB5QZTWYyc4pa8uNdU0uLdtkvGbSlY\nwlRdgVbtWklDdA2ke61XiVXvugIbzYbrEkdeQGkWyVYBK/T3i7JdGuRFr5Og5gF9kDFlubUkquXL\n5mN9u+07EE0BaUlnrElvDKl50DY72K6vHUAfkdtCESYKV64YX0ci6wQ7CBV5U5gGQaxULxUVA6gn\nVkFshkJcu1DZN94F4ATn/BTnvArg6wA+qD+Bc/5jzrm23XgGwITbjti5AgNzg0lEIhvPmuKjnNpV\ncQXmEjlEpdpydtYl+Ts13RoZXlSi7SxsyVgS6Zgx8LWrO6nN5AqkhB0rV8zHPCCISbYb903e8ScS\ndPaVFXbsWP99u3PuSWBwm3Hb4BZElXOgKl3nxIBasoUca8VomQ4noViZBGoCxN3CwID52Ix1uJgB\nMgGL6y5BEGNgrmxvsWo2hUCtCmQSCKz3t8mbgQbah7j2oEKsxgGc172eah2zwq8CUMsTb4HK3nOa\n/JzcYJRpWW6DLG1jM8BV2my36yJ+yas4pJa2awXKxeh0Xbu6k6Lca9UejT2IF8xZXGuE9oAHBDHJ\ndjpmo1IxK1e7tTrdeCOwaxewe7eRZHUajmSF2ByR17O+Yi4UnlYstJwcMG4kkgRDgXsSSH2mk/BD\nrGSxWAOxCmAMLJQXDBmTfqxr8nmRyHow/GLZKODqBWGM1bWNQCMdGGOfBHAQwB9bvP8Zxtghxtih\nWZ2giTyoYpEYsgmjNcNtADsp4KZQfdzWsuSnSKhNf1WsYFbfZTchye3KsSVUm13dSVFSBVZp7BuN\nSMxstVo7T5/rEoFYrDq8uFJxNKpuQA2a9MJNN21sjJVMTjRRX8NnqHFA6VYlaIJEom8vACYsXNmd\ndF8dwhdikZgh5gro7iJNEStKXZ/CmTPG13piHsTz2+RNg/XODwmULVZ6EhiI2zJ0BV7TUJneLgDQ\n27EnWscMYIy9B8DvAPgA55yMgOacf5VzfpBzfnB4eLh93EumnVNsgfzgpmNpUpDNTWag/B6V/mzV\nrhtXoKsCvC5it+R4DapNN0WjfSOaMFutAiIrHYG8iJYvB1JiJwgy22lCTNVZ62aclFdogp96qCSG\nkONKJlYsSltdrZAaBkYfBIbvA6JmV3+5XjbVC6XGfCCFoz2CIiuyeCYFzs3ESm9RCupv0LdD9VWW\nTbCCLISrd3kHQYq6Os+G6DpUBEKfB7CLMbYTglA9AeAf6U9gjN0G4N8BeIRzrrgnWIedJIDVMS0O\nwkop3CtZKdVLlsrLcj+bvImvPPsVsl259IiWyUiRO7ndswtn8e3Kt03nUeZnV4RNgbCqFo0ODMkB\nY8B66SLQbAAKivJdR3JQiDtqaDYEucq4Dilsg1Jd94JOWy0oYkWVDek1UAs2NWcUUsZCubQrUCJW\nsYx1lQAr2JRAUu1rMVU0FvXdYFfgiRP2BRMA4VqTY/SKuqknqL9hrjSHnf3CGjhIaCdTlQMoyCRQ\nb50NggR2fZ4N0VU4EivOeZ0x9lkA3wMQBfA1zvlrjLHfB3CIc/4khOsvB+BvWxaRc5zzD6h2wknD\nyerYXGnOmlgpxi2RmXGleYzlx8jjMuQYJjsslBcwkh0xHFurrZnipKZXpzG9qra18hu7ZRVf0rUB\nnxgAVs+tv27WgfI0kLFRvt4opMzPBJbf9EWslqvLjhpnKuj04koVsO2mO88r5OtCCfoC5rGxVFlC\nvVk3nivXBYwGq3iu2ld5bJJ97RB0joY2FhcFcRoasv6cTFQAe4vVUHoID1//sG1fZtdm8YNTPzAc\n019DqmSSVQFxPRoN4LxkOC/oLnmQJDAkVtcmlEYi5/wpAE9Jx76o+/09XjvQ5E0sVoyaLtRin4ql\nkIwmDURmvjRvWdxYHqjJaNJU2gUAWWtvrjRHE6sAlIFlYtUpoTnOORbL0nUlBrFVLcadoGNAAkd6\nDJh/2Xhs5URvEqs00aeFV4XatkdYWSmc6ojNl+cNhGwjXIGysnUvQmXTBtBzzkJ5AUMZHVuQA9cj\nwdZ6U421JEMCSvMYzhKsJ2AkEoJAyTFIJ07YEyu5JAxgT1Z29u/EL+3/Jdu+nFs8ZyZWuvtNWazO\nnhXVA+I2tdOnpszPu6GvQbktuznPhugqNrxW4FJlyZDJAdi77fSWHCuiQ9UdPDx9GIenDyv1yapd\nvwOK+nynVLeXKktoSAuB3UStr8XY1QB2K7Iycl/3+qAKqq+LR9Q+a8ogFH4T6v7983v/Oa7rty7S\nCwB/+PQf4pXpV9qvO+0KpMJB3HrBNgJOkisarCzitsSKBcssVUmgVaxlN4gVIEoUUcTq7rutP3Ps\nmPmYnoipehj06E+ZTVL6cVAoiJqB+pqEjYawnu3aZd2uWxK4rW8bPnXzp2z7enH5Iv7D4f9gOBZK\nLly72HBiRQWEp2IpU4wSIIqQ6omV1WLSCY2RSr1iCix1C6q/fgdXtVHFanXVlEUpD34GhnQ8TV/X\nRB6XYSxy3TWkCeWOxVfVPrtyyviaddg3RRGr1XNAdQFI2CwE1XngsnFnrS3K1LOqsqjIBGG5uoxa\no4Z41GYr7gOU249yD/Ya5PF1euG0dze7G2JVWwFWT9PJDdEkkJ006bjJY9ZXXzuIsTHgiLSfOHQI\n+OQn6fMbDeDFF+l2gFacoTQOVMaApheo30DKZW3GxoDTp42fO3HCnlhRwfj6eDC5r6O5Uewd3mvb\nVwNBJ/oa4trCxhMrIiD860e+rvTZtdoaKvWKSUyzE+61TqXEB9WuiVhJ14CDK19XuwD+wEGRldJl\nUY8tNWJ+T8PaRWD2Z8ZjHSdWo2K2ls03l/9fYPvHrD839U1RY06PVl/l+0Rpq1GwqkbQKasF5faj\n3IO9hNXqKmrSdV+rrSmXTjGNTcmybipT0z6PA/MvAHWb7yldBkbe1U7SWK2aNenc9LWbm6ExItTw\n2DFRW48Kbj9yhFbtH21JgFFeCxVixRhDMVXE1dK66JQ8nihideQI8Oij1u1SJHBUJ1emall0OifU\nsrp2seHhp77dax0gKxqxMLTZoZT4jrW7WWpZJYfpnf/Fp8zH9Dj/DTPB6TSxisSBJEH2pv7OTJw0\nlGeAqW/RbcF8n/KJPBn3J6M/bXaDdHIHHCO2YL1usQoiJtIA+TmVLVgaGmv2pAoQgfC6QsybpRA3\nAGy1CH/8joUstNVxjaxQfVchK9R58j2jSOCLLxrdg3pMTdG6XFo7tUYNKzXrgt5WUNZKC3FNYOOJ\nVQcIQCfIShATF0XYghCb64SLsWsTdSRKq1df+q51eZvFY8DMj4m2upD/T1nYKleBaaI/nANv/q9A\ng5jFWxllKpIYFLq9A6ZK17i1WFUqwE9/CvzsZyKAuNPwOwbK9bKxKLsqsVLVNtPJjATe1w7iOovw\nv299C6Yae8eOifsto1AA0q2kSupv90qs5EQoigRWq8A//APd3ve/Tx/XSKBX1z11XmixunaxocSq\n2qgGXtEc6IwybicE7FaqKyZXhac2pb5WG1Ws1gjbuwt0N86KmP0aZeDCfyWOV4E3/5yOpg44/Z1E\ndht9/NzfAHIM3sWngCvP0OdHhJtVvneUJYoCNZnLWaBBgtKsotTY7XDihAh6np0Fjh4Npl92CNx9\nL8sZWI3dWAaWbkKLz3dqg9UJjI/TFszFReB3f3f9ubhyBfiX/5Im4Nt0wyhIslJpVAybV6vSSX/3\nd+a6gRcvAj/8ofncbHZdDDdI61oQ9zxEb2JDY6wCsSwRMVryrsUL5ElK/p6x3Bju3X6vbRszqzP4\n6dmfmtrVpByov//W0Vst1dw1HJ4+bCjdILfTiUrxHUVmErj6vPn4xb8HBu4A+naL1/VV4Pi/BdYs\nyt5QRZ2DRu4G+vjaFPDS54HdnxP9OPt1c8C6HkmRC+7VYkVlRHVyok6lzOFlsuCjEy5dWv/94kXg\nlluC6ZsVgrJcb823iD+Tpsu6xQWIxIG+PcDyG9ZWLQDQCf4GRQLH++zKuAaDWEwQIzl2CRDk+XOf\nE6WLnnvObMHScINuGPkhK1bjYDQnTEwTEyI+UHZbz84Cf/AHwL/4F2LTsLAAfPnLtItwfHw9AzZI\n69pafa2jCSchNg4bS6wCmEwWy4vgnLdLtSyWF02BkF5gcgXKQZH5MceU+IH0AEms2m0Sf//dE3eb\naoHJmFmdMRKr8rzhGgSxoCxWxHWMdDpuCQDyFik69TXg8G8DY48Ia9Tl7wO1JfpcAEjaCOkEBau+\nAkKV/YX/Qa2d5DC5CfA6SQNmN0iQiETEzl1PppYtPLUUajVgSXfrSiVntW4/oDLNvMCwwYpljG/W\nV0VAOzVGcjtE5h/XmWtWzwmyRfR1M5Q10uO662hiBYjjVu9p0BMrlZqmVrBK4tCIVSwGbN9O9+fY\nMeC3fxvYuxd46SXrOoJOJNCP+36xskhmDIbY3Nj0FqsGb2Cxsth+aKnJ9CN7P+K4YH33xHdxcXk9\nalE/gCipBZUFsC/ZBwZmKEWjb5csPq0wocjfrRUf1fS/gipoulheVHZN+YIdWeEN4KK5vA+JFBGr\nFTQy20WNQymDyxWiCSC9FcuVZU/ZUAAt7Npp10IuZyRW5bKz2KKGOTkOnHVWB2u5umzScUtGk46J\nAeV62XBPDGMpKo9NLshV3MLCzBjAdBfHQhk9qL52032/ezftNlOFnqzoN4mAGANyTVMrUPOT7BLf\nudOa6J05Q6vC62FHAiMsYln9Q4aV+z4kVtceNpRYyQ/pYHrQUQ9ksbyIV2eMOkfzpfn2Q0uRisH0\noOMk1Z/qNxArvZSD111KhEVQSBUMf6eeTFHihSoTCjWZ6MsjyNd1ID2AfcP7bNtcqiwZBCe1/nWF\nWCUHRIHa8qz3NlLDQEJt5+gLkSjQt8+sFu8GueuBSNS0oADqxAoQz+yllXX/WidjrABRIuTyZeOx\n2VnrLDH5PD1UyJgfUJu2x3Y95vg8/+j0j3Bm4YyhnbY1WLZYAcIdaEWsfPT10V2PYiBNaBfY9FUr\n7KtKSvxg/37vn00khBVJg/zcuhkD1LnyuNq7F/jRj9z1UQ+95pWpmoXinA10330fYuPQU67A0dyo\no3tttbpqIlb6wpvyJOU3fX00N0pOfG6CjA3ESvc3exHFszrPirwBatd1rbZmIlZzpTnHzwWG4s3A\nZR9b4L6b1M6jBJnc1mYp3uyPWPXfAYB23bldVPTESq42EDQojaKpKWdixTlw7pzxWLbD4XCUQK6K\nZcG2KHmMIFDVBVGWKeC+etEyUy7sS7FaKhrdBjt3ApmMOQBcBddfbxxycqKN282FDDnz2g8JTKeN\nkg2UdU0VKiQwxLWBDcsKbPKmSQVc5SHNJrKISxXiDe41D6URAOtizAC9q/AaZFxtVFGulz2rDVud\np7VFZRqqtJuJZ0z16ZRdtdRE7dYkUbzZ3fkyBu9SO4/SDaCO2aHfZ9T10D0AQGbEurEQyhYNeUEJ\nGgMDZvfdhQvO2YHT0+ag4EKHjYvys9uX7FPbYBELdXtOiSbM1qnSRTpD1QVMm8Gk4mbQrq92oJ53\nKu3TBpGId8JyszTU5XHgZKlzOlceByMjdPFoFezda3zmfZFAYmx3esyG2BhsGLGiSquoVvq2Slv1\nQ1ZIX33LoiBPVtl4VjmTw4oErdZWPRFLgK56r/3dfkig/P3KsVqBkJXbvddei+WAgYNq5wawqKBv\nr3BfekFuB5ATVkBqUqUWSyvIi4q+QHknEI+bC+1yDrxhjsc2vH/8uPk4Zf0KEiY3u8e5BZDGlJwg\n0awKcuUDnbJcW4La9Lgdr/Ce1XnrrcbX8jzohlil42lThQhqHBw4oN4/PeS/UR6zQZPAENcGNoxY\nNZrmNGTPaau1tbZ2k1eyko1nLclK0ObfxfIiGQ/jp902CQwwHbhcL6NSV1isgyBW8bw6OZKx5d3C\nmqCCIPrKIsDI/e4+o2H8A+0tsPysZuIZU3kmO8gTda1RCyQj1g6U2+/kSaOUgh6vvw5cvWo+PtrB\nPAMtmUMPVcKqJZzoYRirScL0sfS6taZVu1M1UcbGAOYrM5TqqxKxikbNpkcPxOpee7UZEn19ZosV\nlyx+g+lBV23K51Ob9oMep5bbbze+9kMCY5EY+hJGd3RIrK5NbByxkrJgKCuMFTpBVrS6U3pok/Nq\nNXjz70rVrIHjxg0kLxSa6rI8SbuxrlGLj1IKfxBkBQC2POD+MywKjL9f/XyqX14iqbe82/1n4n3A\nlgfbL+Xn3c0kTZ3PGDMttCZQgbZUhWULbNtGn/7MM8DLL4uacJwLXaCf/1yktMsYHBS6WJ0ClW2p\narGKRqKmWCwDWUkMmPXSmlXgys+tpUCqC8CVXwBVOTUy5isz1LGvVmDMbKX1MAbGxowZcyp417vM\n4VzyZsJtwoxMrNIxs1Dw7beLmDA32L3bvJGQx5cbCzNgHrNdkbOhEJDV0gQqVs9l/F5X2uwwesZi\n5ZesLFeXSbXxIMiKbFoezKjvqPpT/abBWK6XTW26SdsFrN1AQVvXlisKAdHUKunWvQYIi5XbDKst\nD4iMQFXkpfYZcz/jAiKzz0qF3QrbPwZE16+LvAC4JVZymnY6lnbOUPJJghMJIboog3Pg1Cnge98T\nqtY/+pE5g1DD9dcrfhn1tyhkYFFB/H7mF8O8whiQ3WH+UH1NkKflk4JI1ZaFhWruRXG8TlRCiGUD\n76tyJQs5yK1Pfe7R47773J3/4IPmY/I4cEtWTOMgbiZW8Thwzz2umiX7mokb5wq3Y1ZeO6i+muBz\nM0SiU8SqE+12qq8dxMYFr8O4SwvCV11rGM3xyWjSNBDctGsVs+Kmr9FIlNSdktGf6ne1e5EHqEZU\n5XphbvrqObhyyxbj60LBG7GKxIBhFzN1NA3s+G/dfYdclXVkxNvuhzFgy3vUz08NA+MfMhySn023\nejbDWSOhVHrWA7Au7tnjXYMqk1GTZwDgua/yM8vA/MWu1StGd1V6nK5LyZtCAPTKL4DZp4H5l4Dy\nNP0lLAYkh0yu9sD7agXZF6t8U4x4z3vUh8/YmHh2ZMiCyCNZotC5DeRxYFW5giJKVkgmgbe/3Xxc\nJkJuNtkAMJzZmDFrAmNmwhKEBgo173eir50igQHpwGxcrUBp7LuZTBLRhGkwNpoN364VeZBo7cnB\nkW53VNQuxdSmX/N3a8Bz6cK6aTcRTZgmJdllS0ImKx4naQDAxIdESRAVbP84kHCpsyX3VX7tBuPv\nV7ew7fwVUxzYlpyRkGpq0arIxrOG3X679IodKDeQS79cLmddiNcJN93kYrMdj5sZnMLEJ1uIC6mC\nUpadBnnekMcUIlGgYK+354jCTaRgqGr2ogZ5HuCtf46Qx6jHcTA4CDz8sNq5H/kITci3FdYtv+lY\n2pXlHgC2ZI3jaHthO3ne7t3i+VPBu9+9XiRaDz3pi7CIiSg5QSaNYzmF694JYgWsF0DUEIQGCmX9\npy6k33a9eBlkdOq6QpFYMcYeYYwdZ4ydYIz9FvF+kjH2n1rvP8sY2+H4xZJ1xjUJIoiFzP7d7iZk\ni4HWnj6rLsqirvsqD77+VL9p8nC7SxvMDBoWEK2PMmHzbaom4hVMCJKspIaB8SYF5x4AAApkSURB\nVA86n5cZB8Yfd9/+yIhxZfdDAmMZYMcnnc8r7CXjxwbTgwalfaVJVgfGmKE2nNWCYoJsYZRfK2D/\nfvfeo8lJY/FdJciTv/yagGxV6IiLNT3Wzu50BwYU9gMZ8dwF7VpKxVJqlu8Ax+yv/IrzszA8DDzy\nCP3eZGGy/ftobtS1wKl+DDAwTPQRvuoWPvMZZwtbMgl87GP0ezuKO9q/j2RGXJFgAKZajkpjVg5f\niESCIStBztsaZEtosRhMQKXctyCyX6hrGFDwp+MIZIxFAfwFgEcB7APwCcaYLOP9qwDmOec3APgT\nAH/k1K7eupSJZ5BPuoutkYnISHYEo7lRw6TidqHKxDMGwjOeF4Ngsrg+8Eey7geT3pIQZVFszW/F\nluwWJHXxNm6tFbFIzHANtAGqJ3GpWMr37k+J8CWTYtXU4DaiVcbkE/ZlbqIpYO8X1C1besRiYuuq\nYZ+9Ir0jxj8ADNxu/X68D9j7W+RWnTGGGwbWr5VWnNsNdhZ3tn+/vl8xeCkAa0U0KmJWVDeOg4Pm\nNHslyBOoQl+HMkOGecDt2MrEMwbLreXn+3YDGetF3IRIHBi80xCbF3Rflec8vQjV0JB3oScIUvXP\n/pn9OZ/7nLUx4MbBG9u/a3OuG+ws7kS0JdWyo7jDNrN2YgJ44gn79n7t1wQfoKAXTPYyXicLk+0N\n8VB6SG3dCyp8waldP5tMDUNDRqtyEG0C3SGBAwPeQlgIqFis7gJwgnN+inNeBfB1ALJJ4YMA/qr1\n+zcAPMgcth36h1/JhSFhe2H7+gOaGUJfsg/xaLy9o2Bgnh58/cDZNSgW992Du9uTn55kuemrRqJu\nGLgB8WgcjDHsHhILvEa23EI/Ie0Z2mPqv5dJalthW/u6DqYHlbOp8NBD4v9s1n2UqIxIDNj/JWCI\nCHJIDgIHfg/IKlpnKDz2mPi/UADuvtt7O4AgTPu/BIy91/xeegy45X8G0tYWoXu3i5z1ocyQ640A\nANw+JkhdLpHDLaOKwkL79q0Tva1bRa0aD8hmgfvvd547JyeBd7zDvcA9AKPPMZsVi4oDEtGEwRLg\nZWzpLRPXD9gQ1uIBoLDPmeRnJkT8YNJoYYpH4waLjZe+alUnHPuqx96965uhRx/1XbjxwQeFNchk\n2EsDv/M7wB13WH92a35re1Nwx1abEy2QjCVxYEQIVb1r8l2O53/oQ8CHP2w+Ho8Dn/408IBNcvJk\nYRJbc+Ie3bzFvahxNpFtz9va2HeELP/u1Q8v46ab1gnaxEQw4nKRiNHf6lVATMa+fesTyNiYWVDP\nC7JZ44Zi0v3abgUV2jsO4Lzu9RSAt1mdwzmvM8YWAQwCuGL5xZEY7tx6Jy6tXMJto7e56zXEA3r3\nxN04u3gWbxtf7847t78TjWYDO/t3ugpc13Db6G1YLC9iLD/W3j3mk3k8tusxHL9yHHdPuF+I49E4\n3nvDe3Fk5ggevn49IOH+HfdjrbaG3YO7TS48Fdw+djumV6cxWZhsB3AOZ4fxtvG3YWppCreNub+u\nmXgG92y7B6fnT7v7W9/7XuDNN8UM6jHDyIB4Dtj7m8DMT4DZnwkdoMG7gNH3qmtWWeE97wFeeQW4\n6y4l15Ijoklgz+eA/tuA6R+Kvg7dA2x9n2XhXQ33brsXR2aO4O3b3u6pxtvNW27Gu3e+GwdGDqg/\nQ8PDwOOPA0eOWPtnFJFKCW66sABcvAgsLgKVipivh4eB8XGfl3hiQkQRnzkjCLtigNbbt70dTd7E\n1vxW11ZbQFzXpcoShjJDzu6a7KQIaK9cBSozrQxAJp6LeBFIjworqwXu2XYPGryBsdyY+kaG6OtA\nekDdHRyNAr/xG8Df/i3w8Y+7/k4KH/2oGFJPPgmcOCE48Kc+RWeR6sEYw2fu+Ay+/ca3cf+O+z19\n96du+RTSR9N4/Ebn8ADGgE9+Uuhw/eAH4tEaHBTuP6e1lTGGX739V/H9k9/HAzs8yMMA+MT+T+DJ\n40/i/Te6kIl58EHgZz8TmyC/VnYNxaIIfDt0CHi/i7444eGHxSTgRY/DCsWiYMMvvAC8733BtAmI\nneEzzwh3q5/aRxKYUwYJY+xjAB7hnP9a6/WnALyNc/5Z3TlHWudMtV6fbJ1zRWrrMwA+03q5GwCh\nyWzCEGwIWoieQ3i/Ng/Ce7W5EN6vzYPwXm0uqN6vSc65o99cxWJ1AYA+5HSidYw6Z4oxFgNQAGDS\nW+acfxXAVxW+sw3G2CHOuUfd3BDdRni/Ng/Ce7W5EN6vzYPwXm0uBH2/VOzqzwPYxRjbyRhLAHgC\nwJPSOU8C+OXW7x8D8COuJKYSIkSIECFChAhx7cDRYtWKmfosgO8BiAL4Guf8NcbY7wM4xDl/EsD/\nDuD/YoydADAHQb5ChAgRIkSIECHeUlDK2eScPwXgKenYF3W/lwH8N8F2rQ1XrsMQG47wfm0ehPdq\ncyG8X5sH4b3aXAj0fjkGr4cIESJEiBAhQoRQw8aVtAkRIkSIECFChLjG0NPEyqmUTojeAWPsDGPs\nVcbYy4yxQxvdnxBGMMa+xhibaUmjaMcGGGM/YIy92frfm1JoiMBhcb9+jzF2oTXGXmaMPbaRfQwh\nwBjbxhj7MWPsKGPsNcbYr7eOh+Orx2BzrwIdWz3rCmyV0nkDwEMQoqTPA/gE5/zohnYsBAnG2BkA\nB2XtshC9AcbYfQBWAPyfnPP9rWP/CsAc5/wPWxuXfs75FzaynyEELO7X7wFY4Zz/643sWwgjGGNj\nAMY45y8yxvIAXgDwIQD/GOH46inY3KuPI8Cx1csWK5VSOiFChFAA5/ynEBm7euhLUf0VxAQTogdg\ncb9C9CA455c45y+2fl8GcAyiGkk4vnoMNvcqUPQysaJK6QR+AUIEBg7g+4yxF1oK+yF6H1s455da\nv18GYF3UMESv4LOMsVdarsLQtdRjYIztAHAbgGcRjq+ehnSvgADHVi8TqxCbC+/gnN8O4FEA/33L\nlRFik6Al6NubcQEhNPwlgOsB3ArgEoD/ZWO7E0IPxlgOwH8G8Buc8yX9e+H46i0Q9yrQsdXLxEql\nlE6IHgHn/ELr/xkAfwfhyg3R25huxRxosQczG9yfEDbgnE9zzhuc8yaAf49wjPUMGGNxiIX6/+Gc\n/5fW4XB89SCoexX02OplYqVSSidED4Axlm0FAoIxlgXwMIAj9p8K0QPQl6L6ZQDf2sC+hHCAtki3\n8GGEY6wnwBhjENVHjnHO/43urXB89Ris7lXQY6tnswIBoJXy+G+xXkrnf9rgLoUgwBi7DsJKBQg1\n//8Y3qveAmPsrwHcD1HFfRrAlwB8E8DfANgO4CyAj3POw4DpHoDF/bofwlXBAZwB8E91MTwhNgiM\nsXcA+BmAVwE0W4d/GyJ2JxxfPQSbe/UJBDi2eppYhQgRIkSIECFCbCb0siswRIgQIUKECBFiUyEk\nViFChAgRIkSIEAEhJFYhQoQIESJEiBABISRWIUKECBEiRIgQASEkViFChAgRIkSIEAEhJFYhQoQI\nESJEiBABISRWIUKECBEiRIgQASEkViFChAgRIkSIEAHh/we49pj+FWSMEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108d2e550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(prob_mat, \n",
    "               fade_probabilities=True,\n",
    "               stack_order='small_on_top',\n",
    "               font_name='Arial Rounded MT Bold')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we have also set the keyword argument `stack_order=small_on_top`, which stack glyphs away from x-axis in order of decreasing absolute value. The default stack order value is `big_on_top`. Another allowed value is `fixed` which stacks glyphs from top to bottom in the order that characters appear in the data frame."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Style glyphs in sequence\n",
    "\n",
    "In the faded probability logo shown above, the nucleotides 'TGTA' and 'TCACA' at positions 5-10 and 16-20, respectively, occur with high probability. We can use the Logomaker method `style_glyphs_in_sequence` to restyle those nucleotides in the logo (e.g. to place more emphasis on them). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAACrCAYAAACkNtLxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109014950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(prob_mat, \n",
    "               fade_probabilities=True,\n",
    "               stack_order='small_on_top',\n",
    "               font_name='Arial Rounded MT Bold')\n",
    "\n",
    "logo.style_glyphs_in_sequence('.....TGTGA......TCACA.....',\n",
    "                              color='black', font_name='Hobo Std')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## vpad\n",
    "\n",
    "To leave whitespace above and below each character within that character's bounding box, we can use the keyword argument *vpad*. Note that, if vpad > 0, the height of the character's bounding box (and not of the character itself) will correspond to values in df."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAACrCAYAAACkNtLxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDg4ODjbx/wFh4gNkvfz6SwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1092f49d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(df=prob_mat,vpad=0.1, stack_order='small_on_top')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## vsep\n",
    "\n",
    "To leave whitespace between the bounding boxes of rendered characters, we use the keyword argument *vsep*. Unlike vpad, vsep is not relative to character height."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAACqCAYAAABvagFUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10592c790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(df=prob_mat,vsep=0.05, stack_order='small_on_top')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Style xticks\n",
    "To style xticks, we can use the method `style_xticks`, as shown below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAC3CAYAAAAsNzvbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9spC6DMnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1098225d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "crp_energy_df = lm.get_example_matrix('crp_energy_matrix', print_description=False)\n",
    "\n",
    "logo = lm.Logo(df=-crp_energy_df,\n",
    "              center_values=True,\n",
    "              font_name = 'Arial Rounded MT Bold')\n",
    "\n",
    "logo.style_xticks(spacing=5, anchor=25, rotation=45, fmt='%d', fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Draw baseline\n",
    "\n",
    "We can draw and style the baseline by calling the method *draw_baseline()*  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAACqCAYAAACTfyqeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfEmSJM3RP7/Ozll4imStAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1097ecf50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(df=-crp_energy_df,\n",
    "              center_values=True,\n",
    "              font_name = 'Arial Rounded MT Bold')\n",
    "\n",
    "logo.draw_baseline(linewidth=2,color='black',alpha=0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Style Spines\n",
    "\n",
    "We can choose which spines to include by using the [style_splines()](https://logomaker.readthedocs.io/en/latest/Logo.html#logomaker.Logo.style_spines) method. The allowed values for the spines parameter include ('left','right','bottom','top')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAACqCAYAAACTfyqeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10980ac50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(df=-crp_energy_df,\n",
    "              center_values=True,\n",
    "              font_name = 'Arial Rounded MT Bold')\n",
    "\n",
    "# style logo spines\n",
    "logo.style_spines(visible=False)\n",
    "logo.style_spines(spines=['left','bottom'], visible=True, linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Highligh position ranges\n",
    "\n",
    "We can also draw rectangles at certain positions to emphasize certain positions by using the method `highlight_position_range`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAACqCAYAAACTfyqeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfAkhhBBCtKH/A1LFC4gQnCnYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109ad6e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(df=-crp_energy_df,\n",
    "              center_values=True,\n",
    "              font_name = 'Arial Rounded MT Bold')\n",
    "logo.highlight_position_range(5,9,alpha=0.5,color='lightgray')\n",
    "logo.highlight_position_range(16,20,alpha=0.3,color='lightblue',edgecolor='black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Highlight single position\n",
    "Alternatively, we can use `highlight_position` to highlight single positions. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAACqCAYAAACTfyqeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108c22790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logo = lm.Logo(df=-crp_energy_df,\n",
    "              center_values=True,\n",
    "              font_name = 'Arial Rounded MT Bold')\n",
    "\n",
    "logo.highlight_position(5)\n",
    "logo.highlight_position(9)\n",
    "\n",
    "logo.highlight_position(17,color='pink',alpha=0.25)\n",
    "logo.highlight_position(20,color='gold',alpha=0.5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
